ProjectX
Information Technology, Cloud Computing, Operating Systems
Infinity: the first OS where humans and agents work with no limits.
AI agentMCP / tool callingBrowser automationVoice / phone
YC 2026 analysis · 2026-06-10
YC 2026 AI Opportunity Report
What to build, what not to build, and what is likely to explode soon. This report answers the 1st, 2nd, and 3rd order questions from the dataset, then turns them into opportunity segments, build/avoid guidance, explosion zones, and signal fields for an AI opportunity scanner.
Report map Jump To The Useful Parts
Start Here
Reference
Answer first
What The Data Says
The dataset says the AI opportunity is shifting from apps to operating systems. The strongest startups are not merely generating text; they ingest messy context, reason over a repeated workflow, act through tools, update a system of record, and preserve evidence for humans.
Build around agentic systems before Hermes-style single-agent demos. The best opportunities are team operating systems, Codex-like software-team agents, trust/control planes, vertical operating loops, and 1-person business systems.
What is likely to explode soon: agent permissions and audit, browser/tool infrastructure, coding-agent orchestration, physical-world copilots, regulated evidence systems, voice agents for SMB operations, and outcome-priced AI services.
What not to build: thin chatbots, generic outbound tools, uncontrolled regulated agents, novelty consumer generation, and horizontal infra without a daily workflow loop.
AI companies
336 / 373
90.1% of the dataset is AI-native or inferred AI.
B2B companies
345
92.5% target business buyers.
Median team
2
75.1% of known teams have three or fewer people.
Top segment
Developer, AI Infra & Data
122 companies, 32.7% of the dataset.
Representative pattern examples
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
1st Order
1st Order Questions
Each question is answered with the practical implication and backed by company examples from the dataset.
01
Which categories are crowded by count, and which are underbuilt despite obvious workflow pain?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Segments represented
2
opportunity segments represented by the example set
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: Dev/AI infra is the largest cluster, followed by industrial/robotics and revenue ops. The underbuilt but high-leverage zones are cyber/trust, supply/logistics, construction/field ops, and regulated evidence systems.
What this means for you
- Best for founders choosing a wedge based on unfair access, not category fashion: a buyer network, proprietary workflow knowledge, or a painful dataset others cannot reach.
- Crowded categories can still work if you own a daily loop; underbuilt categories are attractive when they sit behind trust, operations, or integration barriers.
- Pick the market where you can get 10 serious design partners fastest, then validate whether the workflow repeats often enough to become an operating system.
Bottom line: Crowded categories can still be attractive when the product owns a daily loop. Smaller categories are interesting when they sit behind trust, data, or physical-world integration barriers.
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
02
Which companies are building true action systems, not just chat or generation?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Consumer, Personal & Creative AI
Answer: The clearest action systems connect input data to a decision and then to a tool or system update: applications, routing, claims, audit evidence, SCADA monitoring, contracts, and code tasks.
What this means for you
- Best for technical or operator-founders who can integrate with messy tools, maintain workflow state, and understand where humans must approve.
- The consequence is that reliability beats interface polish: the product must complete work, update the right system, and leave an evidence trail.
- Map the loop before building: input, decision, action, approval, update, failure recovery, and replay.
Bottom line: A builder should ask where the product closes the loop. If it stops at a draft, it is easier to copy.
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
03
Which products own a full workflow loop: ingest, decide, act, update system of record?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Consumer, Personal & Creative AI
Answer: The strongest loops are visible in job automation, industrial monitoring, internal audit, logistics routing, contract operations, and recruiting.
What this means for you
- Best for technical or operator-founders who can integrate with messy tools, maintain workflow state, and understand where humans must approve.
- The consequence is that reliability beats interface polish: the product must complete work, update the right system, and leave an evidence trail.
- Map the loop before building: input, decision, action, approval, update, failure recovery, and replay.
Bottom line: The opportunity is not the model. It is the workflow surface plus the data, controls, and system-of-record integration.
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
04
Where do agents touch money, legal risk, health data, production infra, or physical operations?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Trust load
100%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Fintech, Insurance & CFO Stack
Answer: The risk boundary appears in finance/insurance, healthcare admin, legal/compliance, agent security, SCADA, defense, logistics, and coding/deployment-adjacent workflows.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: Risky surfaces are not bad markets; they are where trust infrastructure becomes budget.
Mount
Insurance, Risk Management, Liability Coverage
Mount is building the AI-Agent insurance carrier, starting with liability coverage for deployed AI agents. We help businesses insure and secure AI ag...
AI agentMCP / tool callingVoice / phoneHuman approval
HEVN, inc
Fintech, B2B Payments, Financial Operations
HEVN is the automated USD account for global internet companies, built for humans and AI agents. Every international company today runs a fragmented...
AI agentMCP / tool callingVoice / phoneHuman approval
Huscarl
Insurance, Actuarial Advisory, Financial Risk Management
Huscarl is an AI-native actuarial advisory for large companies ($50M+ turnover) to optimize their insurance decisions. Our approach helps them save ~...
AI agentMCP / tool callingVoice / phoneData ingestion
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
05
Which workflows repeat daily or weekly enough to justify an agent?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Industrial, Manufacturing & Robotics
Answer: High-frequency loops include medical billing, RFQs and supplier follow-up, restaurant reservations, auto-shop operations, social monitoring, recruiting, routing, and construction estimates.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: Frequency matters because agents improve through context, memory, and repeated exception handling.
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
Elyra
Hospitality, Restaurant Management, AI Automation
Elyra is an AI reservation system for restaurants, providing AI agents that answer calls and emails, optimizing table placements in real time to maxi...
AI agentMCP / tool callingVoice / phoneHuman approval
Parrot
Automotive, Shop Management, Repair Workflow Management
AI-native operating system for auto shops
AI agentMCP / tool callingVoice / phoneHuman approval
06
Which categories have buyer budget today, not just technical novelty?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Pricing evidence
0/4
examples with usable pricing or paid-market signal in the dataset
Top pattern
AI agent
4/4 examples; leading segment: Legal, Compliance & Risk
Answer: Budget is clearest where the buyer already pays for labor or risk reduction: audit, insurance, healthcare admin, customs brokerage, logistics, manufacturing, recruiting, and revenue ops.
What this means for you
- Best for founders choosing a wedge based on unfair access, not category fashion: a buyer network, proprietary workflow knowledge, or a painful dataset others cannot reach.
- Crowded categories can still work if you own a daily loop; underbuilt categories are attractive when they sit behind trust, operations, or integration barriers.
- Pick the market where you can get 10 serious design partners fastest, then validate whether the workflow repeats often enough to become an operating system.
Bottom line: The strongest GTM motion is to replace expensive operational work, not to sell AI as a novelty.
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Huscarl
Insurance, Actuarial Advisory, Financial Risk Management
Huscarl is an AI-native actuarial advisory for large companies ($50M+ turnover) to optimize their insurance decisions. Our approach helps them save ~...
AI agentMCP / tool callingVoice / phoneData ingestion
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
07
Which companies mention approval, audit, compliance, evals, sandboxing, or permissions?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Trust load
100%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Legal, Compliance & Risk
Answer: Trust language clusters around agent security, internal audit, product compliance, code/eval infrastructure, and regulated workflows.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: These are early markers that the product is designed for production, not just a demo.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Complir
Information Technology, Product Compliance, Regulatory Management
AI-powered product compliance platform that makes it easy for retailers to launch and scale products across borders without drowning in regulatory wo...
AI agentMCP / tool callingVoice / phoneHuman approval
Regbase
Regulatory Technology, Compliance Tracking, Legal Research
Regbase helps companies track new and existing regulations in any language, anywhere. We are focused on state and local laws in the U.S., and regulat...
AI agentMCP / tool callingVoice / phoneHuman approval
08
Which companies are hiding an agent OS inside a vertical product?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Segments represented
3
opportunity segments represented by the example set
Top pattern
AI agent
4/4 examples; leading segment: Sales, Marketing & Customer Ops
Answer: Several companies describe a vertical wedge but are really building a system of record or operational graph for the category.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: These are attractive because the first wedge is narrow, but the expansion path is broad.
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
ProjectX
Information Technology, Cloud Computing, Operating Systems
Infinity: the first OS where humans and agents work with no limits.
AI agentMCP / tool callingBrowser automationVoice / phone
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
Parrot
Automotive, Shop Management, Repair Workflow Management
AI-native operating system for auto shops
AI agentMCP / tool callingVoice / phoneHuman approval
09
Which tiny teams are attacking workflows with huge surface area?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Median team
2
median team size across the examples backing this answer
Top pattern
AI agent
4/4 examples; leading segment: Industrial, Manufacturing & Robotics
Answer: The batch has a median team size of two. That means small teams are using AI to attack domains that previously required large product and services organizations.
What this means for you
- Best for existing service operators, agencies, brokers, consultants, or solo founders who can productize a workflow they already deliver manually.
- Services can be the wedge if the team converts repeated delivery into software, templates, evals, and evidence-backed outcomes.
- Start as AI-enabled delivery, codify the repeatable steps, then sell the workflow as a productized operating system.
Bottom line: The 1-person business lesson is real: small teams can now build narrow operating systems if they pick a painful loop.
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Complir
Information Technology, Product Compliance, Regulatory Management
AI-powered product compliance platform that makes it easy for retailers to launch and scale products across borders without drowning in regulatory wo...
AI agentMCP / tool callingVoice / phoneHuman approval
10
Where is pricing already visible, suggesting the market is mature enough to pay?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Pricing evidence
4/4
examples with usable pricing or paid-market signal in the dataset
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: Pricing appears most clearly in developer tools, agent infrastructure, consumer productivity, voice, logistics, legal services, construction, and some healthcare/admin workflows.
What this means for you
- Best for founders with access to an economic buyer and a before/after metric: hours saved, errors reduced, conversion lift, lower risk, or faster cycle time.
- The consequence is that AI language is secondary; buyers pay for measurable operational improvement or risk reduction.
- Start with a paid pilot or paid service wedge, then use delivery evidence to decide whether it should become SaaS, outcome pricing, or managed AI labor.
Bottom line: Visible pricing is a useful maturity signal, but custom pricing can also signal enterprise budget and integration-heavy work.
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
transload
Logistics, Computer Vision, Warehouse Management
transload helps logistics companies measure shipments using the security cameras they already have. A pallet, a couch, a tire – we capture its true s...
AI agentMCP / tool callingVoice / phoneHuman approval
Userlens
SaaS, Customer Success, Predictive Analytics
AI agents that predicts churn months before it happens.
AI agentMCP / tool callingVoice / phoneHuman approval
2nd Order
2nd Order Questions
Each question is answered with the practical implication and backed by company examples from the dataset.
01
If AI is now default, what is the real differentiator?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Industrial, Manufacturing & Robotics
Answer: Workflow ownership, data access, trust, distribution, and speed matter more than the AI label.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: A new idea should be scored on whether it controls a workflow loop and owns a hard-to-copy data or trust boundary.
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
02
Where are many companies solving the same bottleneck from different angles?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: Agent reliability, tool access, workflow memory, evaluation, and governed action appear across many verticals.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: This suggests platform opportunities underneath vertical point solutions.
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Armature
Software Development, AI Observability, Performance Optimization
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
AI agentMCP / tool callingVoice / phoneEval / sandbox
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
03
Which vertical point solutions are symptoms of a missing horizontal control plane?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Trust load
75%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Recruiting, HR & Education
Answer: Recruiting, finance, legal, logistics, and healthcare products all need permissions, evidence, approvals, task state, and system updates.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: A horizontal builder should start with one vertical but design for a reusable control layer.
Perfectly
Information Technology, Recruitment Technology, Talent Acquisition
Perfectly is the first AI-native Recruiting OS. We automate the entire recruiting function: sourcing, outreach, screening, and qualification. Intervi...
AI agentMCP / tool callingVoice / phoneHuman approval
HEVN, inc
Fintech, B2B Payments, Financial Operations
HEVN is the automated USD account for global internet companies, built for humans and AI agents. Every international company today runs a fragmented...
AI agentMCP / tool callingVoice / phoneHuman approval
General Legal
Legal, Contract Management, Legal Research
The AI native law firm that solves commercial legal for founders. Our firm provides fast, high-quality contract drafting, review, and negotiation for...
AI agentMCP / tool callingVoice / phoneHuman approval
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
04
What breaks when agents move from drafting to taking actions?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Cybersecurity, Trust & Identity
Answer: Credentials, authorization, error recovery, auditability, trust, policy, and user intent become the failure points.
What this means for you
- Best for technical or operator-founders who can integrate with messy tools, maintain workflow state, and understand where humans must approve.
- The consequence is that reliability beats interface polish: the product must complete work, update the right system, and leave an evidence trail.
- Map the loop before building: input, decision, action, approval, update, failure recovery, and replay.
Bottom line: Builders should design action safety before autonomy. That creates differentiated product depth.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Silmaril
Cybersecurity, AI Security, Application Defense
Silmaril is self-healing prompt injection defense for AI native applications and agents. It understands application context to block 2x as many threa...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
05
Which workflows require human approval today but could become semi-autonomous later?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Trust load
100%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Consumer, Personal & Creative AI
Answer: Job applications, audit evidence testing, code review, supplier sourcing, insurance, billing, and legal workups all show staged autonomy potential.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: Approval gates should be treated as product features, not temporary limitations.
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Stage
Software Development, Code Review, Developer Tools
Stage is a code review platform designed to help engineers better understand and review AI generated code. Engineering teams are shipping faster than...
AI agentMCP / tool callingVoice / phoneHuman approval
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
06
Where is the buyer really buying fewer exceptions, not AI?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Pricing evidence
1/4
examples with usable pricing or paid-market signal in the dataset
Top pattern
AI agent
4/4 examples; leading segment: Supply Chain, Logistics & Commerce Ops
Answer: Manufacturing, logistics, healthcare billing, customs, compliance, insurance, and customer success buyers care about fewer delays, fewer errors, and clearer accountability.
What this means for you
- Best for founders with access to an economic buyer and a before/after metric: hours saved, errors reduced, conversion lift, lower risk, or faster cycle time.
- The consequence is that AI language is secondary; buyers pay for measurable operational improvement or risk reduction.
- Start with a paid pilot or paid service wedge, then use delivery evidence to decide whether it should become SaaS, outcome pricing, or managed AI labor.
Bottom line: Pitch the before/after metric: turnaround time, denied claims, downtime, premiums, missed shipments, or churn.
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
07
Which products depend on the same primitives?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: The repeated primitives are data ingestion, MCP/tool access, browser automation, Slack/workplace context, evals, approval gates, and system-of-record updates.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: Opportunity spotting should tag primitives, not just sectors.
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
08
Which products become more valuable when bundled into a team operating system?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Sales, Marketing & Customer Ops
Answer: Company memory, coding agents, recruiting, contract operations, project management, logistics graphs, and clinical workflows become stronger when they share context and approvals.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: The expansion path is cross-workflow context, not more standalone screens.
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Perfectly
Information Technology, Recruitment Technology, Talent Acquisition
Perfectly is the first AI-native Recruiting OS. We automate the entire recruiting function: sourcing, outreach, screening, and qualification. Intervi...
AI agentMCP / tool callingVoice / phoneHuman approval
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
09
Which markets are easy to demo versus genuinely attractive?
Evidence set
4
example companies used to derive this answer
B2B pull
75%
examples with business buyers or business workflow pressure
Segments represented
4
opportunity segments represented by the example set
Top pattern
AI agent
4/4 examples; leading segment: Sales, Marketing & Customer Ops
Answer: Content, outbound, and chat-style support are easy to demo. Regulated operations, industrial workflows, coding evals, and finance are harder but more defensible.
What this means for you
- Best for founders choosing a wedge based on unfair access, not category fashion: a buyer network, proprietary workflow knowledge, or a painful dataset others cannot reach.
- Crowded categories can still work if you own a daily loop; underbuilt categories are attractive when they sit behind trust, operations, or integration barriers.
- Pick the market where you can get 10 serious design partners fastest, then validate whether the workflow repeats often enough to become an operating system.
Bottom line: Look for hard adoption with high switching value, not easy demos with weak retention.
InstaAgent
Marketing, Social Media Marketing, Content Creation
InstaAgent helps B2C companies scale a single marketing campaign across hundreds of specific personas on Meta and TikTok, each with its own content,...
AI agentMCP / tool callingVoice / phone
YouArt
Media and Entertainment, Content Creation, Marketing and Advertising
YouArt helps storytellers create AI originals using our industry-leading video agent, launch their original concepts, get funded directly by early fa...
AI agentMCP / tool callingVoice / phoneHuman approval
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
10
Where can Codex-style agents become the operating layer?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: Anywhere software work includes task intake, repo context, isolated execution, tests, review, documentation, deployment preparation, and failure replay.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: Codex becomes more important when paired with evals, browser context, background workspaces, and human review.
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Stage
Software Development, Code Review, Developer Tools
Stage is a code review platform designed to help engineers better understand and review AI generated code. Engineering teams are shipping faster than...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Armature
Software Development, AI Observability, Performance Optimization
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
AI agentMCP / tool callingVoice / phoneEval / sandbox
3rd Order
3rd Order Questions
Each question is answered with the practical implication and backed by company examples from the dataset.
01
What becomes inevitable if every employee has agents that can read, write, browse, code, and call tools?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Cybersecurity, Trust & Identity
Answer: Companies will need an agent control plane: identity, permissions, memory, observability, task state, evaluations, and audit logs.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: The durable opportunity is not one more agent; it is the operating substrate for many agents.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
ProjectX
Information Technology, Cloud Computing, Operating Systems
Infinity: the first OS where humans and agents work with no limits.
AI agentMCP / tool callingBrowser automationVoice / phone
02
Which new control surfaces become mandatory?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Trust load
100%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Cybersecurity, Trust & Identity
Answer: Scoped credentials, tool policies, approval queues, evidence logs, replay, rollback, sandboxing, and prompt-injection defense.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: These are likely to become enterprise buying requirements once agents operate in production.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Silmaril
Cybersecurity, AI Security, Application Defense
Silmaril is self-healing prompt injection defense for AI native applications and agents. It understands application context to block 2x as many threa...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
03
What categories explode once agents can safely operate inside systems of record?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Trust load
100%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Fintech, Insurance & CFO Stack
Answer: Finance ops, healthcare admin, internal audit, logistics, recruiting, support, and software engineering all expand when agents can update real systems safely.
What this means for you
- Best for founders choosing a wedge based on unfair access, not category fashion: a buyer network, proprietary workflow knowledge, or a painful dataset others cannot reach.
- Crowded categories can still work if you own a daily loop; underbuilt categories are attractive when they sit behind trust, operations, or integration barriers.
- Pick the market where you can get 10 serious design partners fastest, then validate whether the workflow repeats often enough to become an operating system.
Bottom line: System-of-record integration is a stronger signal than interface polish.
HEVN, inc
Fintech, B2B Payments, Financial Operations
HEVN is the automated USD account for global internet companies, built for humans and AI agents. Every international company today runs a fragmented...
AI agentMCP / tool callingVoice / phoneHuman approval
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
04
Which software categories collapse because wrappers commoditize the visible interface?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Segments represented
3
opportunity segments represented by the example set
Top pattern
AI agent
4/4 examples; leading segment: Sales, Marketing & Customer Ops
Answer: Generic dashboards, simple copilots, thin content tools, and read-only Q&A layers become vulnerable when agents can generate equivalent UI and reports.
What this means for you
- Best for founders choosing a wedge based on unfair access, not category fashion: a buyer network, proprietary workflow knowledge, or a painful dataset others cannot reach.
- Crowded categories can still work if you own a daily loop; underbuilt categories are attractive when they sit behind trust, operations, or integration barriers.
- Pick the market where you can get 10 serious design partners fastest, then validate whether the workflow repeats often enough to become an operating system.
Bottom line: Defensibility must come from workflow state, proprietary data, trust, distribution, or action rights.
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Kinect
E-commerce, Conversational AI, Sales Optimization
Kinect is the AI shopping assistant layer for e-commerce. It plugs into e-commerce stores and gives agents live access to your catalog, inventory, an...
AI agentMCP / tool callingVoice / phoneHuman approval
05
Which companies look vertical today but become infrastructure tomorrow?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Segments represented
4
opportunity segments represented by the example set
Top pattern
AI agent
4/4 examples; leading segment: Fintech, Insurance & CFO Stack
Answer: Agent insurance, clinical AI OS, counter-UAS OS, logistics decision layers, company brains, and AI-native recruiting OS can all expand into horizontal primitives inside their domains.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: A small vertical wedge can become a platform if it owns data, permissions, and repeated decisions.
Mount
Insurance, Risk Management, Liability Coverage
Mount is building the AI-Agent insurance carrier, starting with liability coverage for deployed AI agents. We help businesses insure and secure AI ag...
AI agentMCP / tool callingVoice / phoneHuman approval
Lattice Health
Healthcare, Medical Imaging, Clinical Diagnostics
The operating system for clinical AI in imaging
AI agentMCP / tool callingVoice / phoneHuman approval
Surtr Defense Systems
Defense, Counter-UAS, Command and Control Systems
Surtr builds ParallaxOS, the open operating system for counter-UAS. It takes sensor data from any radar, RF detector, camera, or acoustic array and f...
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
06
What happens when SMBs can run with 1-3 people plus specialized agents?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Median team
3
median team size across the examples backing this answer
Top pattern
AI agent
4/4 examples; leading segment: Industrial, Manufacturing & Robotics
Answer: More companies will look like AI-native agencies, brokers, vertical services firms, and solo-operated software businesses.
What this means for you
- Best for existing service operators, agencies, brokers, consultants, or solo founders who can productize a workflow they already deliver manually.
- Services can be the wedge if the team converts repeated delivery into software, templates, evals, and evidence-backed outcomes.
- Start as AI-enabled delivery, codify the repeatable steps, then sell the workflow as a productized operating system.
Bottom line: The opportunity is to package repeatable business functions into operating systems for tiny teams.
flowscope
Professional Services, Business Process Automation, Management Consulting
AI-native consulting to map and automate business processes
AI agentMCP / tool callingBrowser automationHuman approval
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
General Legal
Legal, Contract Management, Legal Research
The AI native law firm that solves commercial legal for founders. Our firm provides fast, high-quality contract drafting, review, and negotiation for...
AI agentMCP / tool callingVoice / phoneHuman approval
Prism
Information Technology, Recruitment Technology, Talent Acquisition
Prism is an AI-native recruiting agency. We use software and agents to find companies better people faster.
AI agentMCP / tool callingVoice / phoneHuman approval
07
Which markets get pulled forward by compute subsidies, MCP adoption, better browser agents, or coding-agent reliability?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Segments represented
2
opportunity segments represented by the example set
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: Coding agents, eval platforms, browser infrastructure, tool-governance systems, AI-native services, and vertical workflow agents all benefit.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: Watch infrastructure readiness: once a primitive becomes reliable, vertical applications move faster.
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
08
Which workflows shift from SaaS seats to outcome-priced agent labor?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Healthcare, Bio & Science
Answer: Regulatory services, recruiting, customs brokerage, legal work, AI-native agencies, logistics workers, and physical robot labor are already pointing that way.
What this means for you
- Best for existing service operators, agencies, brokers, consultants, or solo founders who can productize a workflow they already deliver manually.
- Services can be the wedge if the team converts repeated delivery into software, templates, evals, and evidence-backed outcomes.
- Start as AI-enabled delivery, codify the repeatable steps, then sell the workflow as a productized operating system.
Bottom line: Pricing will increasingly map to completed work, saved money, transactions, minutes, or outcomes.
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
Prism
Information Technology, Recruitment Technology, Talent Acquisition
Prism is an AI-native recruiting agency. We use software and agents to find companies better people faster.
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
General Legal
Legal, Contract Management, Legal Research
The AI native law firm that solves commercial legal for founders. Our firm provides fast, high-quality contract drafting, review, and negotiation for...
AI agentMCP / tool callingVoice / phoneHuman approval
09
What new agent marketplaces or skill ecosystems become possible?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Action depth
100%
examples with tool, browser, finance, CRM, or physical-action signals
Top pattern
AI agent
4/4 examples; leading segment: Developer, AI Infra & Data
Answer: Once agents have safe tool access and reusable workflow patterns, buyers will want validated skills, workflows, templates, and domain agents.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: The marketplace opportunity depends on quality control, trust metadata, and integration compatibility.
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
21st
Software Development, Frontend Development, UI Components
Infrastructure and UI building blocks for the agentic internet; largest React component registry for AI applications, used by 2M developers (370K MAU...
AI agentMCP / tool callingBrowser automationVoice / phone
Fern
Information Technology, Job Automation, Recruitment Technology
Fern is a technology company that specializes in building scalable evaluation and reinforcement learning environments designed specifically for robot...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
10
Where does trust become the product, not a feature?
Evidence set
4
example companies used to derive this answer
B2B pull
100%
examples with business buyers or business workflow pressure
Trust load
100%
examples with approval, audit, eval, compliance, or regulated-domain pressure
Top pattern
AI agent
4/4 examples; leading segment: Cybersecurity, Trust & Identity
Answer: Security, compliance, finance, legal, healthcare, industrial control, and coding-agent evaluation all require trust as the core value proposition.
What this means for you
- Best for founders with trusted access to regulated buyers, compliance/legal/security credibility, or a high-leverage network that can unlock conservative customers.
- The consequence is slower sales but higher defensibility: buyers pay when the product reduces risk, preserves evidence, and makes approvals safer.
- Start with a narrow evidence loop before promising autonomy; make audit, permissions, and review the wedge.
Bottom line: In these markets, the product should lead with risk reduction and evidence, then automation.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Huscarl
Insurance, Actuarial Advisory, Financial Risk Management
Huscarl is an AI-native actuarial advisory for large companies ($50M+ turnover) to optimize their insurance decisions. Our approach helps them save ~...
AI agentMCP / tool callingVoice / phoneData ingestion
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
Opportunity segments
Where The Dataset Says To Look
Each segment below answers what to build, what to avoid, what might explode, and which startups demonstrate the signal.
Segment
Developer, AI Infra & Data
122companies
AI share
92.6%
Share of companies in this segment labeled or inferred as AI.
B2B share
99.2%
Commercial orientation in the dataset.
Median team
2.0
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
37.7%
Rows with a meaningful pricing field in this segment.
Opportunity read: Own the execution layer: evals, tool-calling, memory, permissions, traces, deployment, and failure recovery.
What to build: Build the execution layer around coding agents: eval harnesses, replayable traces, repo-aware review, background task delegation, browser context, and agent-to-engineer handoff.
What not to build: Do not build another generic coding wrapper unless it attaches to a daily engineering loop with measurable quality, latency, or review savings.
Explosion signal: Codex-style agents become team infrastructure once they can safely own branches, tests, pull requests, and deployment-adjacent work.
Top categories
Signal mix
Question to ask: Which repeated engineering decision can be turned into a measured, replayable agent workflow?
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
BaseFrame
Information Technology, AI Automation, Productivity Software
Detect what AI can automate for your team. Most teams want to plug in AI but don't know where to get started. BaseFrame's desktop app finds exactly w...
AI agentMCP / tool callingBrowser automationVoice / phone
Bubble Lab
Information Technology, Workflow Automation, Operations Management
Bubble Lab turns natural language into visual, production-ready workflows - built for modern ops teams, with built-in observability, logs, and execut...
AI agentMCP / tool callingVoice / phoneHuman approval
Byteport
Information Technology, Cloud Computing, Data Management
Global upload acceleration for 1GB-100TB files.
AI agentMCP / tool callingVoice / phoneHuman approval
Cascade
Artificial Intelligence, Model Alignment, Data Operations
Cascade helps companies take their proprietary data and workflows to align models for their use cases, resulting in higher throughput intelligence th...
AI agentMCP / tool callingBrowser automationVoice / phone
Corelayer
Information Technology, Software Support, IT Operations Management
Corelayer is the AI-native platform for production software support, built for data-heavy, regulated industries like finance and healthcare. It conti...
AI agentMCP / tool callingVoice / phoneHuman approval
Cumulus Labs
Artificial Intelligence, AI Infrastructure, Software Development
Cumulus Labs lets engineering teams ship AI in production without needing a dedicated ML platform team. Right now, companies building AI products are...
AI agentMCP / tool callingVoice / phoneEval / sandbox
EigenPal
Information Technology, Document Processing, Workflow Automation
EigenPal automates your document processing workflows with AI. KYC docs, invoices, claims, shipping forms, contracts, receipts, loan docs - we automa...
AI agentMCP / tool callingVoice / phoneHuman approval
Emdash
Software Development, Developer Tools, Coding Automation
Open-source Agentic Development Environment
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Industrial, Manufacturing & Robotics
54companies
AI share
90.7%
Share of companies in this segment labeled or inferred as AI.
B2B share
98.1%
Commercial orientation in the dataset.
Median team
2
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
14.8%
Rows with a meaningful pricing field in this segment.
Opportunity read: Digitize high-friction physical workflows where data capture, monitoring, and root-cause analysis directly affect throughput.
What to build: Build narrow operating loops for physical systems: monitor live signals, detect exceptions, suggest fixes, produce operator-ready dashboards, and ask for approval before risky writes.
What not to build: Do not start with full autonomy over hardware. Start with visibility, root-cause analysis, and exception triage.
Explosion signal: Physical-world AI grows as factories, warehouses, restaurants, and field teams use agents to recover hidden labor and downtime.
Top categories
Signal mix
Question to ask: What physical bottleneck has measurable downtime, quality loss, or labor shortage pain?
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Asimov
Robotics, Humanoid Robotics, Training Data Collection
Asimov collects real-world human movement data to train humanoid robots, delivering a diverse range of scenarios that surpass traditional factory dat...
AI agentMCP / tool callingVoice / phoneHuman approval
Avea Robotics
Robotics, Teleoperation Software, Physical AI Data Collection
Control your robots from anywhere in the world. We built the fastest VR teleoperation software on the market, so you can control your robots from any...
AI agentMCP / tool callingVoice / phoneHuman approval
Canary
Industrial Automation, Manufacturing Operations, SCADA Systems
The first AI QA engineer that understands your codebase. Designed to enhance quality assurance using AI, it reads source code to understand developer...
AI agentMCP / tool callingBrowser automationVoice / phone
Cofia
Information Technology, Business Process Automation, Workflow Optimization
AI automations that implement themselves. Cofia learns how your team runs internal operations and automates the highest-ROI workflows, automatically.
AI agentMCP / tool callingVoice / phoneHuman approval
Confluence Labs
Industrial Automation, Manufacturing Operations, SCADA Systems
Confluence Labs is an AI research lab based in San Francisco that focuses on improving learning efficiency, specifically addressing the challenge of...
AI agentMCP / tool callingVoice / phoneHuman approval
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Fuchsia
Industrial Automation, Manufacturing Operations, SCADA Systems
Fuchsia handles hardware certification and testing so great products can get to markets faster. AI agents keep our work accurate, timely, and fully t...
AI agentMCP / tool callingVoice / phoneHuman approval
GrazeMate
Agriculture, Livestock Management, Robotics and Autonomous Systems
GrazeMate builds autonomous drones that herd cattle. On command, our drones fly to a paddock, position themselves around the mob, and move them where...
AI agentMCP / tool callingVoice / phoneHuman approval
Hexa
Manufacturing, Sales Automation, Procurement Automation
Hexa helps industrial distributors automate their sales and procurement workflows to quote faster and win more bids. We have signed 3 customers in th...
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Sales, Marketing & Customer Ops
41companies
AI share
97.6%
Share of companies in this segment labeled or inferred as AI.
B2B share
100%
Commercial orientation in the dataset.
Median team
3.0
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
26.8%
Rows with a meaningful pricing field in this segment.
Opportunity read: Attach agents to a revenue metric: qualify, enrich, draft, call, follow up, route, and update the CRM.
What to build: Build revenue agents that close a loop from signal to action: research, personalize, call, route, follow up, update CRM, and measure conversion.
What not to build: Avoid generic outbound copy or undifferentiated support bots. The moat is proprietary signal, deliverability, CRM truth, or vertical context.
Explosion signal: Voice, video, and CRM-native agents turn go-to-market work into semi-autonomous workflows, but spam risk will punish weak products.
Top categories
Signal mix
Question to ask: Can the product close the loop from signal to booked meeting, resolved ticket, or retained customer?
Bloom
Marketing Technology, Brand Management, Content Creation
Bloom is the brand layer for agents - a system that holds your brand and makes it callable from any agent, app, or platform. Ingest your brand from a...
AI agentMCP / tool callingVoice / phoneHuman approval
Callab AI
Telecommunications, Customer Service, Sales Automation
AI voice agents for legacy telephony systems.
AI agentMCP / tool callingVoice / phoneHuman approval
Chert
Information Technology, Communications, Messaging Infrastructure
Chert provides the infrastructure for businesses to automate conversations over iMessage. We’re already working with B2C startups, customer experienc...
AI agentMCP / tool callingVoice / phoneHuman approval
Cignara
Artificial Intelligence, Sales Automation, Customer Support
Cignara provides agentic AI to automate sales and customer support conversations for large enterprises over voice & chat. Cignara focuses on turning...
AI agentMCP / tool callingVoice / phoneHuman approval
Hedge
Insurtech, Specialty Insurance, AI Agents
Hedge is an AI-Native specialty insurance company. We help insurance brokers find faster, cheaper, and better coverage for their customers.
AI agentMCP / tool callingVoice / phoneHuman approval
Kinect
E-commerce, Conversational AI, Sales Optimization
Kinect is the AI shopping assistant layer for e-commerce. It plugs into e-commerce stores and gives agents live access to your catalog, inventory, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Pollen
Software, Customer Retention, Sales Operations
Pollen is building AI agents that autonomously improve retention by monitoring customer accounts to detect churn and upsell signals and advising team...
AI agentMCP / tool callingVoice / phoneHuman approval
Signals
Information Technology, Customer Support, Sales Enablement
Proactive AI customer support that engages high-value users by using LLM’s to engage customers before they reach out to customer support, minimizing...
AI agentMCP / tool callingVoice / phoneHuman approval
Unisson
Software, Customer Success, B2B Software Implementation
AI agents that automate B2B software implementation. Unisson is building trusted AI subject-matter experts for teams that are responsible for custome...
AI agentMCP / tool callingBrowser automationVoice / phone
Userlens
SaaS, Customer Success, Predictive Analytics
AI agents that predicts churn months before it happens.
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Healthcare, Bio & Science
35companies
AI share
94.3%
Share of companies in this segment labeled or inferred as AI.
B2B share
97.1%
Commercial orientation in the dataset.
Median team
2.5
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
28.6%
Rows with a meaningful pricing field in this segment.
Opportunity read: Automate documentation, research loops, admin, and narrow clinical operations while preserving auditability.
What to build: Build evidence-organizing systems for clinical admin, research, medical billing, trial data, imaging workflows, and regulatory operations.
What not to build: Do not sell unsupervised clinical decisions. Sell documentation, evidence, workflow reduction, and expert review support.
Explosion signal: Healthcare admin and biotech workflows are under severe labor pressure; safe agents that preserve evidence can expand quickly.
Top categories
Signal mix
Question to ask: Where can an AI workflow reduce manual hours without making unsupported clinical decisions?
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Astraea
Biotechnology, Clinical Trials, Data Management
Astraea automates clinical trial biometrics from raw study inputs to FDA-ready outputs. The platform handles data normalization, CDISC mapping, SDTM,...
AI agentMCP / tool callingVoice / phoneHuman approval
CellType
Biotechnology, Drug Discovery, Artificial Intelligence Research
CellType is building an agentic drug company. AI agents that run the full drug discovery pipeline on top of biological foundation models that simulat...
AI agentMCP / tool callingVoice / phoneHuman approval
ClaimGlide
Healthcare, Revenue Cycle Management, Medical Billing Automation
AI automated prior-auths for private medical practices
AI agentMCP / tool callingVoice / phoneHuman approval
Ditto Biosciences
Biotechnology, Drug Discovery, Autoimmune Diseases
Ditto Bio discovers drugs for autoimmune diseases by harnessing parasite biology. Viruses, ticks, and worms have experimented over millions of years...
AI agentMCP / tool callingVoice / phoneHuman approval
Docura Health
Legal Technology, Medical Record Review, Insurance Claims Processing
Docura Health reduces settlement time in workers’ compensation cases by automating medical record review, chronologies, and report drafting with AI....
MCP / tool callingVoice / phoneHuman approvalEval / sandbox
Harbor
Healthcare, Clinical Research, Data Management
AI system-of-record for clinical trial data
AI agentMCP / tool callingVoice / phoneHuman approval
Mango Medical
Healthcare, Surgical Planning, Industrial Automation
Mango Medical builds agentic surgical planning AI for orthopedic surgery. We deliver surgeon-ready plans in minutes instead of days. The company has...
AI agentMCP / tool callingVoice / phoneHuman approval
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
Rhizome AI
Life Sciences, Regulatory Intelligence, AI Automation
Rhizome AI is a regulatory intelligence platform and agentic workflow studio designed specifically for the life sciences industry, including biotechn...
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Consumer, Personal & Creative AI
29companies
AI share
93.1%
Share of companies in this segment labeled or inferred as AI.
B2B share
20.7%
Commercial orientation in the dataset.
Median team
2.0
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
41.4%
Rows with a meaningful pricing field in this segment.
Opportunity read: Find repeated personal jobs with clear frequency, taste, and workflow ownership, not novelty demos.
What to build: Build personal operating systems where memory, taste, context, and repeated behavior compound over time.
What not to build: Avoid novelty generation without retention. Consumer AI needs habit, utility, network effects, or a strong marketplace loop.
Explosion signal: Personal agents get interesting when they operate across browser, local device, messaging, creative tooling, and commerce.
Top categories
Signal mix
Question to ask: What personal workflow gets meaningfully better after the product learns the user over time?
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Kuli
Marketing, Influencer Marketing, Social Media Management
Kuli is an AI agent for social media and influencer marketing teams at the world's largest consumer brands. Our agent watches every video on socials...
AI agentMCP / tool callingBrowser automationVoice / phone
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Button Computer
Consumer Electronics, Wearable Technology, Conversational AI
Button Computer is a technology company based in San Francisco that is developing a specialized wearable AI device called Button, designed to provide...
AI agentMCP / tool callingVoice / phoneHuman approval
Cardboard
Media & Entertainment, Video Editing, Content Marketing
Cardboard is an agentic video editor for growth/marketing teams and serious creators who need to ship videos consistently. Instead of agencies, long...
AI agentMCP / tool callingBrowser automationVoice / phone
Foaster
Professional Services, AI Transformation, Strategy Consulting
The AI-native consulting firm for AI transformation, powered by agents instead of armies of consultants. Companies are spending millions on AI tools,...
AI agentMCP / tool callingVoice / phoneHuman approval
Light Anchor
Consumer Goods, Brand Management, AI Automation
Light Anchor (YC P26) builds AI-run consumer brands that run at the speed of compute. They operate one flagship brand and multiple experiment stores,...
AI agentMCP / tool callingVoice / phoneHuman approval
Supafax
Information Technology, Productivity Software, Calendar Management
Supafax is an AI-powered assistant designed to streamline personal and professional organization by managing email and calendar workflows. Based in S...
AI agentMCP / tool callingVoice / phoneHuman approval
jo
Artificial Intelligence, Personal Productivity, Data Privacy
A new personal AI that actually knows you. jo is a personal AI that runs on your Mac and a private cloud machine we host for you. It knows your life,...
AI agentMCP / tool callingBrowser automationVoice / phone
Consumer Electronics, Productivity Software, Note-taking and Knowledge Management
Pocket is a small AI device that turns everything you say and hear into clear notes, action items, and search. We combine custom hardware, AI, and so...
AI agentMCP / tool callingVoice / phoneData ingestion
Segment
Fintech, Insurance & CFO Stack
29companies
AI share
79.3%
Share of companies in this segment labeled or inferred as AI.
B2B share
96.6%
Commercial orientation in the dataset.
Median team
2.0
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
24.1%
Rows with a meaningful pricing field in this segment.
Opportunity read: Replace data-heavy judgment work with governed ingestion, matching, exception handling, and approvals.
What to build: Build governed exception systems for underwriting, insurance decisions, contract operations, finance accounts, research, reconciliation, and money movement.
What not to build: Do not make financial agents opaque. In money workflows, evidence trails and controls are the product.
Explosion signal: Agent liability, AI-native finance accounts, and automated CFO operations expand as agents start touching payments and contracts.
Top categories
Signal mix
Question to ask: Which exception queue is expensive enough that buyers will pay for speed plus evidence trails?
Balance
Fintech, Accounting, Bookkeeping
Balance is an AI accounting firm that helps SMBs close their monthly books. Our agents do the work of an in-house finance hire, reconciling books in...
AI agentMCP / tool callingVoice / phoneHuman approval
End Close
Fintech, Payment Reconciliation, Financial Operations
AI powered reconciliation for high-volume payments companies
AI agentMCP / tool callingVoice / phoneHuman approval
FullSeam
Fintech, Corporate Accounting, Finance Operations
FullSeam builds agents for corporate accounting. Our agents replace manual accounting tasks that typically happen outside of our customers’ accountin...
AI agentMCP / tool callingVoice / phoneHuman approval
HEVN, inc
Fintech, B2B Payments, Financial Operations
HEVN is the automated USD account for global internet companies, built for humans and AI agents. Every international company today runs a fragmented...
AI agentMCP / tool callingVoice / phoneHuman approval
Kimpton AI
Fintech, Investment Research, Financial Analysis
Kimpton is the AI research platform for the buy side, built by ex-Goldman engineers who left to start a hedge fund with $10M and ran it for four year...
AI agentMCP / tool callingVoice / phoneHuman approval
Klaimee
Insurance, AI Risk Management, Liability Coverage
Liability insurance for AI Agents. You deploy agents, we cover you.
AI agentMCP / tool callingVoice / phoneEval / sandbox
Maven
Fintech, Voice AI, Payment Processing
We enable AI voice agents to collect payments over the phone through a single API call, handling card processing and PCI compliance across all paymen...
AI agentMCP / tool callingVoice / phoneHuman approval
Mount
Insurance, Risk Management, Liability Coverage
Mount is building the AI-Agent insurance carrier, starting with liability coverage for deployed AI agents. We help businesses insure and secure AI ag...
AI agentMCP / tool callingVoice / phoneHuman approval
MouseCat
Cybersecurity, Fraud Detection, Risk Management
MouseCat enables companies to automatically detect, investigate, and mitigate emerging fraud trends using AI-powered agents.
AI agentMCP / tool callingVoice / phoneHuman approval
Oxus
Financial Services, Internal Audit, Compliance Technology
Oxus automates internal audits for pre-IPO and public companies using AI. Companies including leading payroll providers and public biotech companies...
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Legal, Compliance & Risk
17companies
AI share
100%
Share of companies in this segment labeled or inferred as AI.
B2B share
100%
Commercial orientation in the dataset.
Median team
3.0
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
35.3%
Rows with a meaningful pricing field in this segment.
Opportunity read: Turn monitoring and document review into traceable systems that surface changes, draft responses, and preserve evidence.
What to build: Build compliance systems that monitor sources, classify obligations, pull evidence, draft responses, and preserve audit-ready trails.
What not to build: Avoid broad legal copilots. Own one jurisdiction, document class, control framework, or regulated loop first.
Explosion signal: Regulated teams will need agents because the volume of rules, documents, and evidence requests keeps increasing.
Top categories
Signal mix
Question to ask: Which recurring compliance task has high penalties, many sources, and poor current tooling?
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
AutoSitu
Real Estate, Urban Planning, Regulatory Compliance
AI-native workspace for development plan reviews.
AI agentMCP / tool callingHuman approvalEval / sandbox
Complir
Information Technology, Product Compliance, Regulatory Management
AI-powered product compliance platform that makes it easy for retailers to launch and scale products across borders without drowning in regulatory wo...
AI agentMCP / tool callingVoice / phoneHuman approval
Fed10
Information Technology, Legislative Consulting, Regulatory Tracking
AI agents that replace your policy consultants. Fed10 is a legislative consulting firm staffed by AI agents. We monitor every bill across the U.S., f...
AI agentMCP / tool callingVoice / phoneHuman approval
Fenrock AI
Financial Services, Banking Technology, Regulatory Compliance
AI agents for banking back office. We're building the Harvey for traditional financial services, starting with compliance use cases for small- to mid...
AI agentMCP / tool callingVoice / phoneHuman approval
Kita
Fintech, Lending Operations, Regulatory Compliance
Kita is the AI platform for global lending operations, helping lenders in emerging markets automate application completion, document verification, an...
AI agentMCP / tool callingVoice / phoneHuman approval
LegalOS
Legal Services, Immigration Law, AI Automation
LegalOS is an AI-native immigration law firm that combines cutting-edge technology with 40+ years of legal expertise, delivering top-quality visa app...
AI agentMCP / tool callingBrowser automationVoice / phone
Oximy
Information Technology, AI Governance, Risk Management
Oximy helps enterprises understand and manage AI usage across their workforce. Used by security, finance, and transformation teams to track adoption,...
AI agentMCP / tool callingVoice / phoneHuman approval
Regbase
Regulatory Technology, Compliance Tracking, Legal Research
Regbase helps companies track new and existing regulations in any language, anywhere. We are focused on state and local laws in the U.S., and regulat...
AI agentMCP / tool callingVoice / phoneHuman approval
Stilta
Legal Technology, Intellectual Property, Patent Litigation
Stilta builds agentic AI software for intellectual property, starting with patent litigation. Patent attorneys use Stilta for source-backed, auditabl...
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Aerospace, Defense, Energy & Deep Tech
16companies
AI share
37.5%
Share of companies in this segment labeled or inferred as AI.
B2B share
93.8%
Commercial orientation in the dataset.
Median team
2
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
12.5%
Rows with a meaningful pricing field in this segment.
Opportunity read: Apply AI to expensive engineering, simulation, procurement, monitoring, and deployment workflows in high-stakes markets.
What to build: Build software that compresses expensive R&D, simulation, sensing, procurement, or deployment loops in high-stakes markets.
What not to build: Do not hide capital intensity behind AI language. Show where software materially changes cycle time, unit economics, or deployment speed.
Explosion signal: AI-native simulation, sensing, and autonomous systems become a force multiplier in defense, energy, aerospace, and materials.
Top categories
Signal mix
Question to ask: Where can software compress an expensive R&D or deployment loop by an order of magnitude?
AxionOrbital Space
Aerospace, Satellite Technology, Earth Observation
Foundation models for 24/7 Earth Observation
AI agentMCP / tool callingVoice / phoneHuman approval
Refortifai
Semiconductors, Electronic Design Automation, Product Development
Refortifai builds RL environments to solve and evaluate complex tasks involving electronic design.
AI agentMCP / tool callingVoice / phoneHuman approval
Surtr Defense Systems
Defense, Counter-UAS, Command and Control Systems
Surtr builds ParallaxOS, the open operating system for counter-UAS. It takes sensor data from any radar, RF detector, camera, or acoustic array and f...
AI agentMCP / tool callingVoice / phoneHuman approval
Kyten Technologies
Aerospace, Battery Manufacturing, Supply Chain Management
Kyten Technologies is building a factory to manufacture custom aerospace-grade battery packs. 100,000+ drones, submarines, and satellites are being b...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Dispatch
Aerospace, Space Logistics, In-Space Manufacturing
Dispatch is building refurbishable reentry vehicles that host and return payloads for companies making ultra-high-value materials (semiconductors, bi...
AI agentMCP / tool callingVoice / phoneHuman approval
matforge
Semiconductors, Materials Science, Artificial Intelligence Research
We build AI scientists that discover new materials for the semiconductor industry - specifically datacenters and fabs. Finding novel materials today...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Galactic Resource Utilization Space, Inc. (GRU Space)
Aerospace, Space Infrastructure, Construction
GRU Space is building permanent lunar infrastructure to make humanity interplanetary within our lifetime, starting with the first hotel on the Moon....
AI agentVoice / phoneHuman approvalEval / sandbox
Arlo Industries
Defense Technology, Aerospace and Defense, Autonomous Systems
Passive aerial sensing mesh to track drones and missiles
AI agentMCP / tool callingVoice / phoneData ingestion
Nine Fives
Aerospace, Test Equipment, Electronics Manufacturing
Simple, Networked, Driverless, RF Test Equipment
AI agentMCP / tool callingVoice / phoneEval / sandbox
Milliray
Defense Technology, Drone Detection, Aerospace Security
Technology to detect and track small drones
AI agentMCP / tool callingData ingestionPhysical ops
Segment
Recruiting, HR & Education
11companies
AI share
90.9%
Share of companies in this segment labeled or inferred as AI.
B2B share
100%
Commercial orientation in the dataset.
Median team
3
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
27.3%
Rows with a meaningful pricing field in this segment.
Opportunity read: Automate matching, prep, screening, coaching, and admin across high-volume human workflows.
What to build: Build transparent matching, assessment, screening, coaching, and candidate-workflow systems with strong user control.
What not to build: Avoid black-box hiring decisions or spammy automation. Trust, consent, and evaluation quality matter.
Explosion signal: Hiring workflows change when agents represent both sides, but transparency will decide adoption.
Top categories
Signal mix
Question to ask: Where does a high-volume human process need personalization rather than pure automation?
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Burt
Logistics, Job Automation, Recruitment Technology
Burt is an AI technology company that develops "AI teammates" specifically designed for the logistics industry, focusing on freight brokers and forwa...
AI agentMCP / tool callingVoice / phoneHuman approval
Perfectly
Information Technology, Recruitment Technology, Talent Acquisition
Perfectly is the first AI-native Recruiting OS. We automate the entire recruiting function: sourcing, outreach, screening, and qualification. Intervi...
AI agentMCP / tool callingVoice / phoneHuman approval
Polymath
Recruitment Technology, Job Automation, Career Services
Simulation environments to train & evaluate long-horizon AI agents
AI agentMCP / tool callingBrowser automationVoice / phone
Saffron
Human Resources, Technical Assessment, Recruitment Technology
Saffron allows companies to quickly evaluate how well software engineers use AI to code. The way engineers write code has fundamentally changed, but...
AI agentMCP / tool callingVoice / phoneHuman approval
Standout
Recruitment Technology, Talent Acquisition, Human Resources (HR)
Standout gives every talent and company an autonomous agent that represents them, assess the other side, and makes intros when it matters. It aims to...
AI agentMCP / tool callingBrowser automationVoice / phone
Prism
Information Technology, Recruitment Technology, Talent Acquisition
Prism is an AI-native recruiting agency. We use software and agents to find companies better people faster.
AI agentMCP / tool callingVoice / phoneHuman approval
Skillsync
Information Technology, Recruitment Technology, Talent Acquisition
Skillsync is an AI recruiter that hires engineers based on what they've shipped. The best engineers are not on LinkedIn. They're on GitHub, busy ship...
AI agentMCP / tool callingVoice / phoneData ingestion
KELAI
Information Technology, Recruitment Technology, Career Services
Intelligence platform for systematic market insights
AI agentMCP / tool callingVoice / phoneHuman approval
Unifold
Information Technology, Recruitment Technology, Career Services
Multi-chain deposit and payment infrastructure
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Cybersecurity, Trust & Identity
8companies
AI share
87.5%
Share of companies in this segment labeled or inferred as AI.
B2B share
100%
Commercial orientation in the dataset.
Median team
2
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
37.5%
Rows with a meaningful pricing field in this segment.
Opportunity read: Agent adoption creates new attack surfaces. Products that govern permissions, secrets, evals, and audits become control points.
What to build: Build agent security control planes: scoped credentials, task approvals, policy enforcement, prompt-injection defense, evals, and audit logs.
What not to build: Avoid broad AI security claims without a concrete failure mode, permission boundary, or incident workflow.
Explosion signal: Every agent that can read, write, browse, or call tools creates a new control-plane problem.
Top categories
Signal mix
Question to ask: What new failure mode appears only when agents can read, write, browse, or call tools?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Hex Security
Cybersecurity, Penetration Testing, Vulnerability Management
Hex Security builds AI agents that run continuous penetration tests against your apps and infrastructure. Instead of a once-a-year penetration test,...
AI agentMCP / tool callingVoice / phoneHuman approval
BeeSafe AI
Cybersecurity, AI Security, Social Engineering Defense
BeeSafe AI is building the frontier model layer for social engineering defense, deploying undercover AI agents that engage attackers directly and exp...
AI agentMCP / tool callingVoice / phoneHuman approval
Crosslayer Labs
Cybersecurity, Web Security, Network Monitoring
Crosslayer Labs detects impersonation attacks on websites and APIs, providing comprehensive monitoring of Internet dependencies, including DNS, BGP,...
AI agentMCP / tool callingBrowser automationVoice / phone
Protent
Public Safety, Video Intelligence, Threat Detection
Real time intelligence for law enforcement & security teams.
AI agentMCP / tool callingVoice / phoneHuman approval
Silmaril
Cybersecurity, AI Security, Application Defense
Silmaril is self-healing prompt injection defense for AI native applications and agents. It understands application context to block 2x as many threa...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Incandor
Cybersecurity, Fraud Prevention, Behavioral Analytics
Behavioral intelligence infrastructure for anti-fraud
AI agentMCP / tool callingVoice / phoneHuman approval
Segment
Supply Chain, Logistics & Commerce Ops
7companies
AI share
100%
Share of companies in this segment labeled or inferred as AI.
B2B share
100%
Commercial orientation in the dataset.
Median team
2
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
14.3%
Rows with a meaningful pricing field in this segment.
Opportunity read: Use agents for monitoring, exception routing, planning, vendor follow-up, and document reconciliation.
What to build: Build exception routing, customs/document reconciliation, procurement, routing, and operational graph agents.
What not to build: Avoid thin planning layers that cannot ingest messy operational data from WMS, TMS, OMS, cameras, or vendors.
Explosion signal: Supply-chain agents become valuable when they detect expensive exceptions earlier than humans can.
Top categories
Signal mix
Question to ask: Which exception causes expensive delays and can be detected earlier from operational signals?
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Pollinate
Supply Chain, Logistics Management, Warehouse Operations
Pollinate is a technology company that specializes in building AI-powered agents and custom applications designed specifically for supply chain opera...
AI agentMCP / tool callingVoice / phoneHuman approval
Reframe
Manufacturing, Supply Chain Management, Procurement Automation
Reframe is the only AI-native marketplace for hardware teams to procure both COTS and custom manufactured components. We use Agents to automate end-t...
AI agentMCP / tool callingBrowser automationVoice / phone
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
transload
Logistics, Computer Vision, Warehouse Management
transload helps logistics companies measure shipments using the security cameras they already have. A pallet, a couch, a tire – we capture its true s...
AI agentMCP / tool callingVoice / phoneHuman approval
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
Segment
Construction, Real Estate & Field Ops
4companies
AI share
100%
Share of companies in this segment labeled or inferred as AI.
B2B share
100%
Commercial orientation in the dataset.
Median team
3.0
Small teams are repeatedly attacking large workflow surfaces.
Pricing coverage
75%
Rows with a meaningful pricing field in this segment.
Opportunity read: Pull unstructured drawings, photos, forms, and messages into field-ready decision workflows.
What to build: Build field-ready systems that turn drawings, photos, calls, plans, and estimates into decisions for trades and construction teams.
What not to build: Avoid desktop-only workflows that ignore field adoption. Mobile, integration, and simple handoff matter.
Explosion signal: Construction AI expands once agents can handle takeoffs, back-office glue work, estimating, and project status in one workflow.
Top categories
Signal mix
Question to ask: Which repeated field decision is currently buried in documents, calls, and status meetings?
Avoice
Architecture, Project Management, Workflow Automation
Avoice is an AI-native workspace for architecture firms that automates the non-design work that takes time away from design. The platform uses AI age...
AI agentMCP / tool callingBrowser automationVoice / phone
Bidflow
Construction, Electrical Estimating, Project Management
Bidflow is a technology company that provides AI-powered software specifically designed for the electrical construction industry. Its primary functio...
MCP / tool callingVoice / phoneHuman approvalEval / sandbox
Foreman
Construction, Project Management, Software Development
Foreman is the all-in-one AI-powered project management platform built for construction contractors and the trade industry.
AI agentMCP / tool callingBrowser automationVoice / phone
Ressl AI
Construction, Field Service Automation, Back Office Operations
We automate the back office so field crews can focus on the actual work. Trades businesses run on legacy software and 'glue' employees. We build proa...
AI agentMCP / tool callingVoice / phoneHuman approval
Third-order opportunities
What Is Likely To Explode Soon
These are the opportunity waves that appear when the dataset is read as an agent systems map, not just a startup list.
Likely to explode soon
Agent Operating Systems For Teams
Thesis: The most valuable products are moving from task automation to systems that coordinate humans, agents, tools, memory, permissions, and workflow state.
Why the dataset points here: The dataset repeatedly shows companies building around an operating layer: company brains, recruiting OS, contract ops OS, logistics decision layers, clinical AI OS, and project-management OS. These are not just interfaces; they try to own the loop.
What to build: A team OS that can observe work across tools, maintain durable context, delegate agent work, ask for approval at risk points, and update systems of record.
ProjectX
Information Technology, Cloud Computing, Operating Systems
Infinity: the first OS where humans and agents work with no limits.
AI agentMCP / tool callingBrowser automationVoice / phone
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
Perfectly
Information Technology, Recruitment Technology, Talent Acquisition
Perfectly is the first AI-native Recruiting OS. We automate the entire recruiting function: sourcing, outreach, screening, and qualification. Intervi...
AI agentMCP / tool callingVoice / phoneHuman approval
Parrot
Automotive, Shop Management, Repair Workflow Management
AI-native operating system for auto shops
AI agentMCP / tool callingVoice / phoneHuman approval
Lattice Health
Healthcare, Medical Imaging, Clinical Diagnostics
The operating system for clinical AI in imaging
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
Surtr Defense Systems
Defense, Counter-UAS, Command and Control Systems
Surtr builds ParallaxOS, the open operating system for counter-UAS. It takes sensor data from any radar, RF detector, camera, or acoustic array and f...
AI agentMCP / tool callingVoice / phoneHuman approval
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
Foreman
Construction, Project Management, Software Development
Foreman is the all-in-one AI-powered project management platform built for construction contractors and the trade industry.
AI agentMCP / tool callingBrowser automationVoice / phone
Avoice
Architecture, Project Management, Workflow Automation
Avoice is an AI-native workspace for architecture firms that automates the non-design work that takes time away from design. The platform uses AI age...
AI agentMCP / tool callingBrowser automationVoice / phone
Likely to explode soon
Agent Trust, Permissions, And Audit Control Planes
Thesis: As agents move from drafting to acting, the mandatory layer becomes permissions, credentials, approvals, auditability, evals, and rollback.
Why the dataset points here: Human approval, compliance/audit, and eval/sandbox signals appear across a large part of the dataset. This is the connective tissue between agent demos and production adoption.
What to build: A control plane that lets agents use apps without seeing raw credentials, constrains tool scopes, records evidence, and replays decisions when something fails.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Silmaril
Cybersecurity, AI Security, Application Defense
Silmaril is self-healing prompt injection defense for AI native applications and agents. It understands application context to block 2x as many threa...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Complir
Information Technology, Product Compliance, Regulatory Management
AI-powered product compliance platform that makes it easy for retailers to launch and scale products across borders without drowning in regulatory wo...
AI agentMCP / tool callingVoice / phoneHuman approval
Regbase
Regulatory Technology, Compliance Tracking, Legal Research
Regbase helps companies track new and existing regulations in any language, anywhere. We are focused on state and local laws in the U.S., and regulat...
AI agentMCP / tool callingVoice / phoneHuman approval
Mount
Insurance, Risk Management, Liability Coverage
Mount is building the AI-Agent insurance carrier, starting with liability coverage for deployed AI agents. We help businesses insure and secure AI ag...
AI agentMCP / tool callingVoice / phoneHuman approval
Didit
Fintech, Identity Verification, Fraud Prevention
Infrastructure for identity and fraud. One API for KYC, KYB, AML, biometrics, and fraud - powered by 1,000+ data sources, 200+ signals, and in-house...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Armature
Software Development, AI Observability, Performance Optimization
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
AI agentMCP / tool callingVoice / phoneEval / sandbox
Saffron
Human Resources, Technical Assessment, Recruitment Technology
Saffron allows companies to quickly evaluate how well software engineers use AI to code. The way engineers write code has fundamentally changed, but...
AI agentMCP / tool callingVoice / phoneHuman approval
Ashr
Information Technology, Recruitment Technology, Career Services
Ashr is a modular testing and evaluation platform specifically designed for AI agents and agentic systems. Based in San Francisco and part of the Y C...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Likely to explode soon
Codex-Style Software Team Agents
Thesis: Coding agents are becoming background workers that need review, evals, browser context, repo integration, and software-team orchestration.
Why the dataset points here: Developer, AI infra, and data is the largest macro segment. The repeated pattern is not just code generation; it is delegation, QA, review, environment management, docs, and agent reliability.
What to build: A software-team operating layer where agents can receive tasks from Slack/Linear/GitHub, work in isolated environments, run tests, request review, and produce eval evidence.
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Stage
Software Development, Code Review, Developer Tools
Stage is a code review platform designed to help engineers better understand and review AI generated code. Engineering teams are shipping faster than...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Armature
Software Development, AI Observability, Performance Optimization
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
AI agentMCP / tool callingVoice / phoneEval / sandbox
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Lightsprint
Software Development, Developer Tools, Project Collaboration
Lightsprint is a collaborative platform for software teams to plan visually, preview live and ship with an army of cloud agents. Your whole team, inc...
AI agentMCP / tool callingVoice / phoneHuman approval
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
21st
Software Development, Frontend Development, UI Components
Infrastructure and UI building blocks for the agentic internet; largest React component registry for AI applications, used by 2M developers (370K MAU...
AI agentMCP / tool callingBrowser automationVoice / phone
Fern
Information Technology, Job Automation, Recruitment Technology
Fern is a technology company that specializes in building scalable evaluation and reinforcement learning environments designed specifically for robot...
AI agentMCP / tool callingVoice / phoneEval / sandbox
TesterArmy
Software Development, Quality Assurance, Test Automation
TesterArmy is an AI agent that tests websites and mobile apps. It monitors production on a schedule and runs automatically on every GitHub Pull Reque...
AI agentMCP / tool callingBrowser automationVoice / phone
Saffron
Human Resources, Technical Assessment, Recruitment Technology
Saffron allows companies to quickly evaluate how well software engineers use AI to code. The way engineers write code has fundamentally changed, but...
AI agentMCP / tool callingVoice / phoneHuman approval
Limrun
Software Development, Mobile App Development, Quality Assurance
Extend your cloud agent with XCode, Android and more, providing remote services such as XCode, iOS & Android simulators for mobile app development an...
AI agentMCP / tool callingBrowser automationVoice / phone
Likely to explode soon
Browser And Tool-Action Infrastructure
Thesis: Browser automation and MCP-like tool access are becoming the practical interface between agents and existing software.
Why the dataset points here: Many products are forced to act where APIs are incomplete: job applications, websites, CRMs, e-commerce stores, data extraction, and internal tools.
What to build: Reliable browser/tool execution with semantic page understanding, permission gates, form filling, error recovery, and action replay.
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Tasklet
Information Technology, Workflow Automation, AI Agents
Tasklet is the cloud agent operating system for knowledge work that connects to every tool you use, automatically handles workflows, pulls reports, u...
AI agentMCP / tool callingBrowser automationVoice / phone
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Kinect
E-commerce, Conversational AI, Sales Optimization
Kinect is the AI shopping assistant layer for e-commerce. It plugs into e-commerce stores and gives agents live access to your catalog, inventory, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Foaster
Professional Services, AI Transformation, Strategy Consulting
The AI-native consulting firm for AI transformation, powered by agents instead of armies of consultants. Companies are spending millions on AI tools,...
AI agentMCP / tool callingVoice / phoneHuman approval
HeyClicky
Software, Productivity, Artificial Intelligence Assistants
An AI buddy that lives on your Mac. HeyClicky sits right next to your cursor and sees everything you see. Ask a question out loud and it walks you th...
AI agentMCP / tool callingBrowser automationVoice / phone
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
Crow
Software Development, AI Conversational Interfaces, Product Design Tools
Crow lets users control your app through chat. Connect Crow's AI agent to your product, and users can type what they want instead of clicking through...
AI agentMCP / tool callingVoice / phoneData ingestion
Klaus AI
Information Technology, Cloud Computing, AI Infrastructure
Klaus AI is a technology company that provides a specialized, "batteries-included" distribution of OpenClaw, a powerful open-source AI agent framewor...
AI agentMCP / tool callingBrowser automationVoice / phone
Glue
Software Development, UI, UX Design
Glue is an open source design editor for AI agents. It gives coding agents an infinite canvas to create new interfaces, iterate on existing ones, and...
AI agentMCP / tool callingBrowser automationVoice / phone
Likely to explode soon
Voice And Phone Agents For SMB Operations
Thesis: Phone calls, scheduling, intake, reservations, patient desk work, and SMB support are becoming practical agent workflows.
Why the dataset points here: Voice/phone appears as a strong signal across the analysis, especially in customer ops, healthcare, local services, and recruiting.
What to build: Voice agents that connect calls to calendars, CRMs, inventory, policies, billing, and follow-up workflows rather than only transcribing or chatting.
Elyra
Hospitality, Restaurant Management, AI Automation
Elyra is an AI reservation system for restaurants, providing AI agents that answer calls and emails, optimizing table placements in real time to maxi...
AI agentMCP / tool callingVoice / phoneHuman approval
KugelAudio
Voice AI, Conversational AI, Customer Support
Kugel is an enterprise-ready TTS model, available on-prem, with a focus on 25+ languages and low latency.
AI agentMCP / tool callingVoice / phoneHuman approval
Keyframe Labs
Generative AI, Video Synthesis, Customer Engagement
Turn agents into lifelike video calls. $0.06 a minute. Our real-time, generative models turn AI into lifelike video calls. Deploy in minutes with a f...
AI agentMCP / tool callingVoice / phoneHuman approval
AgentPhone
Telecommunications, AI Infrastructure, Developer Tools
AgentPhone gives every AI agent its own phone number to reach people and businesses through messages and calls.
AI agentMCP / tool callingVoice / phoneHuman approval
Callab AI
Telecommunications, Customer Service, Sales Automation
AI voice agents for legacy telephony systems.
AI agentMCP / tool callingVoice / phoneHuman approval
Patientdesk.ai
Healthcare, Dental Practice Management, Administrative Automation
AI front & back office agent for dental practices
AI agentMCP / tool callingVoice / phoneCompliance / audit
Parrot
Automotive, Shop Management, Repair Workflow Management
AI-native operating system for auto shops
AI agentMCP / tool callingVoice / phoneHuman approval
Sonarly
Software Development, Automated Debugging, Incident Response
Sonarly is a technology company focused on creating "self-healing software" by providing an AI-powered engineer designed to live within a production...
AI agentMCP / tool callingVoice / phoneHuman approval
Vela
Information Technology, Artificial Intelligence, Scheduling Software
AI Agents For Complex Scheduling Coordination
AI agentMCP / tool callingVoice / phoneHuman approval
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Likely to explode soon
Physical-World And Industrial Copilots
Thesis: AI is moving into factories, logistics, defense, warehouses, restaurants, agriculture, and field teams through monitoring and exception loops.
Why the dataset points here: Industrial, robotics, aerospace, energy, and manufacturing are material in the dataset. The strongest wedges are tied to downtime, safety, yield, routing, and labor.
What to build: Operational copilots that ingest sensors, cameras, ERPs, WMS/TMS/OMS, SCADA tags, and field data to detect exceptions and recommend actions.
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
Pairio
Manufacturing, Industrial Automation, Maintenance Operations
AI-native industrial maintenance software
AI agentMCP / tool callingVoice / phoneCompliance / audit
transload
Logistics, Computer Vision, Warehouse Management
transload helps logistics companies measure shipments using the security cameras they already have. A pallet, a couch, a tire – we capture its true s...
AI agentMCP / tool callingVoice / phoneHuman approval
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
Surtr Defense Systems
Defense, Counter-UAS, Command and Control Systems
Surtr builds ParallaxOS, the open operating system for counter-UAS. It takes sensor data from any radar, RF detector, camera, or acoustic array and f...
AI agentMCP / tool callingVoice / phoneHuman approval
Tenet Industries
Defense Technology, Unmanned Systems, Aerospace Manufacturing
Tenet Industries is building low-cost, mass-manufacturable strike drones. We have developed our own HW and SW platform optimized for automated manufa...
Voice / phoneEval / sandboxPhysical ops
AICE Power
Defense Technology, Robotics & Autonomous Systems, Maritime Security
We are building the next generation of underwater defense systems: autonomous swarms of modular marine drones to secure naval assets and coastal infr...
AI agentMCP / tool callingVoice / phoneHuman approval
InLoop Robotics
Logistics, Warehouse Automation, Robotic Fulfillment
Staff your warehouse with robotic employees today. We are building AI-native fulfillment powered by robotics. Warehouses without human labor that get...
AI agentMCP / tool callingVoice / phoneHuman approval
Eden Robotics
Robotics, Manufacturing Operations, Logistics Management
We're building robots that just work and use them to deliver autonomous services at scale. Our first use case is semi-humanoid robots for manufacturi...
AI agentMCP / tool callingVoice / phoneHuman approval
GrazeMate
Agriculture, Livestock Management, Robotics and Autonomous Systems
GrazeMate builds autonomous drones that herd cattle. On command, our drones fly to a paddock, position themselves around the mob, and move them where...
AI agentMCP / tool callingVoice / phoneHuman approval
Likely to explode soon
Regulated Document And Evidence Systems
Thesis: Legal, compliance, healthcare, finance, insurance, and customs workflows are excellent agent markets because they are document-heavy, repeatable, and high penalty.
Why the dataset points here: The dataset contains many examples where the agent does not need to make the final decision; it needs to pull evidence, draft, classify, match, and preserve a review trail.
What to build: Evidence operating systems for audit, claims, FDA submissions, contracts, customs entries, billing codes, internal controls, and regulatory monitoring.
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Complir
Information Technology, Product Compliance, Regulatory Management
AI-powered product compliance platform that makes it easy for retailers to launch and scale products across borders without drowning in regulatory wo...
AI agentMCP / tool callingVoice / phoneHuman approval
Regbase
Regulatory Technology, Compliance Tracking, Legal Research
Regbase helps companies track new and existing regulations in any language, anywhere. We are focused on state and local laws in the U.S., and regulat...
AI agentMCP / tool callingVoice / phoneHuman approval
General Legal
Legal, Contract Management, Legal Research
The AI native law firm that solves commercial legal for founders. Our firm provides fast, high-quality contract drafting, review, and negotiation for...
AI agentMCP / tool callingVoice / phoneHuman approval
LegalOS
Legal Services, Immigration Law, AI Automation
LegalOS is an AI-native immigration law firm that combines cutting-edge technology with 40+ years of legal expertise, delivering top-quality visa app...
AI agentMCP / tool callingBrowser automationVoice / phone
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Huscarl
Insurance, Actuarial Advisory, Financial Risk Management
Huscarl is an AI-native actuarial advisory for large companies ($50M+ turnover) to optimize their insurance decisions. Our approach helps them save ~...
AI agentMCP / tool callingVoice / phoneData ingestion
HEVN, inc
Fintech, B2B Payments, Financial Operations
HEVN is the automated USD account for global internet companies, built for humans and AI agents. Every international company today runs a fragmented...
AI agentMCP / tool callingVoice / phoneHuman approval
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
Moritz
Legal, Law Firm, AI Legal Services
Global AI-native law firm handling legal work with same-day turnaround
AI agentMCP / tool callingVoice / phoneHuman approval
Likely to explode soon
The 1-Person Business Stack
Thesis: A solo operator can now stitch agents across research, content, sales, delivery, customer support, billing, and code.
Why the dataset points here: The dataset has repeated signals around agentic workflows, low-code orchestration, social/content agents, autonomous recruiters, AI-native agencies, and background coding agents. This points to businesses run by tiny teams with software leverage.
What to build: A practical operating system for solo founders: market map, content engine, outbound, lead qualification, proposal drafting, delivery workflows, customer support, analytics, and coding agents.
flowscope
Professional Services, Business Process Automation, Management Consulting
AI-native consulting to map and automate business processes
AI agentMCP / tool callingBrowser automationHuman approval
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
InstaAgent
Marketing, Social Media Marketing, Content Creation
InstaAgent helps B2C companies scale a single marketing campaign across hundreds of specific personas on Meta and TikTok, each with its own content,...
AI agentMCP / tool callingVoice / phone
Kuli
Marketing, Influencer Marketing, Social Media Management
Kuli is an AI agent for social media and influencer marketing teams at the world's largest consumer brands. Our agent watches every video on socials...
AI agentMCP / tool callingBrowser automationVoice / phone
YouArt
Media and Entertainment, Content Creation, Marketing and Advertising
YouArt helps storytellers create AI originals using our industry-leading video agent, launch their original concepts, get funded directly by early fa...
AI agentMCP / tool callingVoice / phoneHuman approval
Light Anchor
Consumer Goods, Brand Management, AI Automation
Light Anchor (YC P26) builds AI-run consumer brands that run at the speed of compute. They operate one flagship brand and multiple experiment stores,...
AI agentMCP / tool callingVoice / phoneHuman approval
Revnu
Marketing Technology, Marketing Automation, Sales Outreach
Revnu is a growth team for founders addicted to building. Point us at your product and autonomous agents start running your SEO, ads, cold outreach,...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Bloom
Marketing Technology, Brand Management, Content Creation
Bloom is the brand layer for agents - a system that holds your brand and makes it callable from any agent, app, or platform. Ingest your brand from a...
AI agentMCP / tool callingVoice / phoneHuman approval
Gojiberry AI
Sales Technology, Lead Generation, Sales Automation
GojiberryAI is a GTM Brain that helps sales teams find and convert high-intent leads by continuously learning what works across their go-to-market. I...
AI agentMCP / tool callingVoice / phoneData ingestion
Carson
Software, Productivity, Artificial Intelligence Assistants
Carson is a desktop AI app that generates custom, sharable workspaces. Teams use Carson to collaborate with AI on their most important tasks, whether...
AI agentMCP / tool callingHuman approvalData ingestion
Vela
Information Technology, Artificial Intelligence, Scheduling Software
AI Agents For Complex Scheduling Coordination
AI agentMCP / tool callingVoice / phoneHuman approval
Builder decisions
What To Build And What Not To Build
The strongest ideas treat agents as operating systems with controls, not as isolated chat interfaces.
Build
Team Agent OS
Build the layer that coordinates multiple agents, humans, tools, approvals, memory, and system-of-record updates.
ProjectX
Information Technology, Cloud Computing, Operating Systems
Infinity: the first OS where humans and agents work with no limits.
AI agentMCP / tool callingBrowser automationVoice / phone
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
Drip
Fintech, Contract Management, Enterprise Operations
Drip is the operating system for enterprise contract operations. We unify communication, procurement, pricing, entitlements, and financial workflows...
AI agentMCP / tool callingVoice / phoneHuman approval
Perfectly
Information Technology, Recruitment Technology, Talent Acquisition
Perfectly is the first AI-native Recruiting OS. We automate the entire recruiting function: sourcing, outreach, screening, and qualification. Intervi...
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
Codex For Software Teams
Build around background coding agents, repo-aware review, evals, browser context, Slack/Linear/GitHub delegation, and test evidence.
Replicas
Software Development, Coding Automation, Developer Tools
Replicas is a background coding agent that allows you to delegate tasks to Claude Code or Codex from Slack, Linear, GitHub, and more. Each task works...
AI agentMCP / tool callingVoice / phoneHuman approval
Stage
Software Development, Code Review, Developer Tools
Stage is a code review platform designed to help engineers better understand and review AI generated code. Engineering teams are shipping faster than...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Armature
Software Development, AI Observability, Performance Optimization
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
AI agentMCP / tool callingVoice / phoneEval / sandbox
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Lightsprint
Software Development, Developer Tools, Project Collaboration
Lightsprint is a collaborative platform for software teams to plan visually, preview live and ship with an army of cloud agents. Your whole team, inc...
AI agentMCP / tool callingVoice / phoneHuman approval
Agent Trust Infrastructure
Build permissions, approvals, secret isolation, prompt-injection defense, evidence logs, and replay for agents that can act.
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Silmaril
Cybersecurity, AI Security, Application Defense
Silmaril is self-healing prompt injection defense for AI native applications and agents. It understands application context to block 2x as many threa...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Mount
Insurance, Risk Management, Liability Coverage
Mount is building the AI-Agent insurance carrier, starting with liability coverage for deployed AI agents. We help businesses insure and secure AI ag...
AI agentMCP / tool callingVoice / phoneHuman approval
Didit
Fintech, Identity Verification, Fraud Prevention
Infrastructure for identity and fraud. One API for KYC, KYB, AML, biometrics, and fraud - powered by 1,000+ data sources, 200+ signals, and in-house...
AI agentMCP / tool callingVoice / phoneHuman approval
Vertical Operating Loops
Build narrow vertical systems that own a painful loop end to end: RFQs, billing, customs, audit evidence, reservations, dispatch, or recruiting.
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Elyra
Hospitality, Restaurant Management, AI Automation
Elyra is an AI reservation system for restaurants, providing AI agents that answer calls and emails, optimizing table placements in real time to maxi...
AI agentMCP / tool callingVoice / phoneHuman approval
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
1-Person Business Systems
Build tools that turn one operator into a full team by connecting research, content, outbound, delivery, support, billing, analytics, and coding workflows.
flowscope
Professional Services, Business Process Automation, Management Consulting
AI-native consulting to map and automate business processes
AI agentMCP / tool callingBrowser automationHuman approval
InstaAgent
Marketing, Social Media Marketing, Content Creation
InstaAgent helps B2C companies scale a single marketing campaign across hundreds of specific personas on Meta and TikTok, each with its own content,...
AI agentMCP / tool callingVoice / phone
Kuli
Marketing, Influencer Marketing, Social Media Management
Kuli is an AI agent for social media and influencer marketing teams at the world's largest consumer brands. Our agent watches every video on socials...
AI agentMCP / tool callingBrowser automationVoice / phone
YouArt
Media and Entertainment, Content Creation, Marketing and Advertising
YouArt helps storytellers create AI originals using our industry-leading video agent, launch their original concepts, get funded directly by early fa...
AI agentMCP / tool callingVoice / phoneHuman approval
Gojiberry AI
Sales Technology, Lead Generation, Sales Automation
GojiberryAI is a GTM Brain that helps sales teams find and convert high-intent leads by continuously learning what works across their go-to-market. I...
AI agentMCP / tool callingVoice / phoneData ingestion
OpenWork
Information Technology, Developer Tools, AI Orchestration
OpenWork is a desktop app that lets people connect to their existing skills, MCPs, and agents. Users can download the app for free, try it with over...
AI agentMCP / tool callingBrowser automationVoice / phone
Do Not Build
Thin Chatbot Over A Database
Why not: If the product cannot take action, update a workflow, or produce evidence, it will be hard to defend against generic assistants.
Better: Add workflow ownership, tool access, system-of-record updates, and auditability.
Hyper
Technology, Knowledge Management, AI Operations Tooling
Hyper is the company brain that "just works" for AI-first teams. Hyper silently learns from every update in every tool your team uses -- Notion docs,...
AI agentMCP / tool callingVoice / phoneHuman approval
Kinect
E-commerce, Conversational AI, Sales Optimization
Kinect is the AI shopping assistant layer for e-commerce. It plugs into e-commerce stores and gives agents live access to your catalog, inventory, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Lattice Health
Healthcare, Medical Imaging, Clinical Diagnostics
The operating system for clinical AI in imaging
AI agentMCP / tool callingVoice / phoneHuman approval
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
Generic Outbound Or Support Automation
Why not: Sales and support are crowded because demos are easy. Weak products will create spam and churn.
Better: Win with proprietary signal, deliverability, CRM truth, vertical workflows, or measurable conversion.
Userlens
SaaS, Customer Success, Predictive Analytics
AI agents that predicts churn months before it happens.
AI agentMCP / tool callingVoice / phoneHuman approval
Kuli
Marketing, Influencer Marketing, Social Media Management
Kuli is an AI agent for social media and influencer marketing teams at the world's largest consumer brands. Our agent watches every video on socials...
AI agentMCP / tool callingBrowser automationVoice / phone
Carson
Software, Productivity, Artificial Intelligence Assistants
Carson is a desktop AI app that generates custom, sharable workspaces. Teams use Carson to collaborate with AI on their most important tasks, whether...
AI agentMCP / tool callingHuman approvalData ingestion
Vela
Information Technology, Artificial Intelligence, Scheduling Software
AI Agents For Complex Scheduling Coordination
AI agentMCP / tool callingVoice / phoneHuman approval
Uncontrolled Agents In Regulated Workflows
Why not: Medical, legal, financial, and industrial products cannot skip evidence, approvals, and permissions.
Better: Sell evidence organization, exception routing, and review support before autonomy.
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Huscarl
Insurance, Actuarial Advisory, Financial Risk Management
Huscarl is an AI-native actuarial advisory for large companies ($50M+ turnover) to optimize their insurance decisions. Our approach helps them save ~...
AI agentMCP / tool callingVoice / phoneData ingestion
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Novelty Consumer AI Without Retention
Why not: Consumer AI is present but not the center of gravity. Novelty generation fades unless the product learns taste or owns a frequent job.
Better: Build utility, habit, marketplace liquidity, personal context, or compounding memory.
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
HeyClicky
Software, Productivity, Artificial Intelligence Assistants
An AI buddy that lives on your Mac. HeyClicky sits right next to your cursor and sees everything you see. Ask a question out loud and it walks you th...
AI agentMCP / tool callingBrowser automationVoice / phone
Napkin Math
Health & Wellness, Food & Beverage, Consumer Apps
Napkin Math is the food journal for real people. Stop counting calories, get personalized insights and realistic goals. Easily keep a beautiful food...
AI agentMCP / tool calling
YouArt
Media and Entertainment, Content Creation, Marketing and Advertising
YouArt helps storytellers create AI originals using our industry-leading video agent, launch their original concepts, get funded directly by early fa...
AI agentMCP / tool callingVoice / phoneHuman approval
Horizontal Infra Without A Daily Loop
Why not: Agent infrastructure is large and crowded. A standalone primitive is not enough unless it plugs into a recurring developer or ops workflow.
Better: Anchor in code review, evals, browser reliability, deployment, testing, or data access.
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Stage
Software Development, Code Review, Developer Tools
Stage is a code review platform designed to help engineers better understand and review AI generated code. Engineering teams are shipping faster than...
AI agentMCP / tool callingVoice / phoneHuman approval
Armature
Software Development, AI Observability, Performance Optimization
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
AI agentMCP / tool callingVoice / phoneEval / sandbox
StableBrowse
AI Infrastructure, Web Automation, Data Extraction
We are making the browser infrastructure for your AI agents. Agents don’t need to see UIs like us humans do. We give agents a semantic understanding...
AI agentMCP / tool callingBrowser automationHuman approval
Opportunity signals
Signals To Capture In Any AI Opportunity Scanner
These fields turn a startup list into an opportunity radar. The counts are dataset-derived; the interpretations are builder-facing.
MCP / tool calling
362Captures: Whether the product is designed around agents taking action through tools rather than only generating text.
Why it matters: Tool access is the bridge from assistant to operator. High tool-calling density means opportunity shifts to permissions, reliability, and workflow orchestration.
Question to capture: Which tools must the agent call, and what can go wrong when it calls them?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
AI agent
342Captures: Whether the company describes an autonomous or semi-autonomous actor inside the workflow.
Why it matters: Agent language is broad, so the sharper question is whether the product owns a loop: ingest, decide, act, update, and learn.
Question to capture: What decision or action can the agent own repeatedly without making the buyer nervous?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Voice / phone
346Captures: Whether the workflow touches calls, voice interfaces, intake, scheduling, or phone-heavy operations.
Why it matters: Voice is a strong SMB and operations wedge because many workflows still start with calls.
Question to capture: Does the call connect to a real backend workflow or just create a transcript?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Human approval
257Captures: Whether risky actions require user review, diffing, sign-off, or escalation.
Why it matters: Approval turns brittle autonomy into adoptable automation. It is especially important in job applications, finance, legal, healthcare, and hardware.
Question to capture: Where should the human approve once, approve every action, or only approve exceptions?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Data ingestion
210Captures: Whether the product can read messy context from documents, APIs, websites, sensors, CRMs, EHRs, ERPs, or spreadsheets.
Why it matters: Data access is often the real moat. The best agents are only as good as the context they can reliably ingest.
Question to capture: What messy input source is painful enough that ingesting it creates a wedge?
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Asimov
Robotics, Humanoid Robotics, Training Data Collection
Asimov collects real-world human movement data to train humanoid robots, delivering a diverse range of scenarios that surpass traditional factory dat...
AI agentMCP / tool callingVoice / phoneHuman approval
Astraea
Biotechnology, Clinical Trials, Data Management
Astraea automates clinical trial biometrics from raw study inputs to FDA-ready outputs. The platform handles data normalization, CDISC mapping, SDTM,...
AI agentMCP / tool callingVoice / phoneHuman approval
Eval / sandbox
198Captures: Whether the product can test, replay, simulate, or evaluate agent behavior before production impact.
Why it matters: Agent reliability is becoming a budget line. Evals move from AI labs into every team that ships agents.
Question to capture: Can the company replay failures and prove the agent is getting safer or better?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Asimov
Robotics, Humanoid Robotics, Training Data Collection
Asimov collects real-world human movement data to train humanoid robots, delivering a diverse range of scenarios that surpass traditional factory dat...
AI agentMCP / tool callingVoice / phoneHuman approval
Compliance / audit
169Captures: Whether the product preserves evidence, maps controls, handles regulations, or supports audit-ready work.
Why it matters: Compliance is not just a vertical; it is a production requirement for any agent touching sensitive systems.
Question to capture: What evidence must exist after the agent acts?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Astraea
Biotechnology, Clinical Trials, Data Management
Astraea automates clinical trial biometrics from raw study inputs to FDA-ready outputs. The platform handles data normalization, CDISC mapping, SDTM,...
AI agentMCP / tool callingVoice / phoneHuman approval
CRM / revenue ops
175Captures: Whether the product touches leads, accounts, support tickets, customer success, sales ops, or CRM updates.
Why it matters: Revenue workflows are commercially clear but noisy. The opportunity is in closed-loop systems that can prove conversion or retention lift.
Question to capture: What metric changes after the agent acts: booked meetings, retention, response time, or pipeline quality?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
AutoSitu
Real Estate, Urban Planning, Regulatory Compliance
AI-native workspace for development plan reviews.
AI agentMCP / tool callingHuman approvalEval / sandbox
Slack / workplace
150Captures: Whether the product operates inside team communication and productivity tools.
Why it matters: Slack/Gmail/Notion/Jira are the ambient layer where agents receive tasks, gather context, and return work.
Question to capture: Is the product a destination app, or does it work where the team already lives?
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Physical ops
123Captures: Whether the product touches industrial, robotics, manufacturing, warehouse, defense, field, or hardware workflows.
Why it matters: Physical operations create high-value agent opportunities because the cost of downtime, delay, and manual coordination is concrete.
Question to capture: What operational exception can be detected earlier from physical-world signals?
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Asimov
Robotics, Humanoid Robotics, Training Data Collection
Asimov collects real-world human movement data to train humanoid robots, delivering a diverse range of scenarios that surpass traditional factory dat...
AI agentMCP / tool callingVoice / phoneHuman approval
AutoSitu
Real Estate, Urban Planning, Regulatory Compliance
AI-native workspace for development plan reviews.
AI agentMCP / tool callingHuman approvalEval / sandbox
Avea Robotics
Robotics, Teleoperation Software, Physical AI Data Collection
Control your robots from anywhere in the world. We built the fastest VR teleoperation software on the market, so you can control your robots from any...
AI agentMCP / tool callingVoice / phoneHuman approval
AxionOrbital Space
Aerospace, Satellite Technology, Earth Observation
Foundation models for 24/7 Earth Observation
AI agentMCP / tool callingVoice / phoneHuman approval
BaseFrame
Information Technology, AI Automation, Productivity Software
Detect what AI can automate for your team. Most teams want to plug in AI but don't know where to get started. BaseFrame's desktop app finds exactly w...
AI agentMCP / tool callingBrowser automationVoice / phone
Byteport
Information Technology, Cloud Computing, Data Management
Global upload acceleration for 1GB-100TB files.
AI agentMCP / tool callingVoice / phoneHuman approval
Payments / finance
77Captures: Whether the product touches billing, money movement, financial operations, underwriting, accounting, or insurance.
Why it matters: Finance workflows have clear budget and high trust requirements. The best products combine automation with controls.
Question to capture: Can the agent reduce exceptions without becoming a black box around money?
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
AutoSitu
Real Estate, Urban Planning, Regulatory Compliance
AI-native workspace for development plan reviews.
AI agentMCP / tool callingHuman approvalEval / sandbox
Balance
Fintech, Accounting, Bookkeeping
Balance is an AI accounting firm that helps SMBs close their monthly books. Our agents do the work of an in-house finance hire, reconciling books in...
AI agentMCP / tool callingVoice / phoneHuman approval
Browser automation
56Captures: Whether agents need to interact with websites and apps where APIs are limited or absent.
Why it matters: Browser action is a major wedge for real-world automation but requires reliability, recovery, and permission boundaries.
Question to capture: Which browser-only task is high-frequency enough to justify specialized infrastructure?
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Avoice
Architecture, Project Management, Workflow Automation
Avoice is an AI-native workspace for architecture firms that automates the non-design work that takes time away from design. The platform uses AI age...
AI agentMCP / tool callingBrowser automationVoice / phone
BaseFrame
Information Technology, AI Automation, Productivity Software
Detect what AI can automate for your team. Most teams want to plug in AI but don't know where to get started. BaseFrame's desktop app finds exactly w...
AI agentMCP / tool callingBrowser automationVoice / phone
Canary
Industrial Automation, Manufacturing Operations, SCADA Systems
The first AI QA engineer that understands your codebase. Designed to enhance quality assurance using AI, it reads source code to understand developer...
AI agentMCP / tool callingBrowser automationVoice / phone
Cascade
Artificial Intelligence, Model Alignment, Data Operations
Cascade helps companies take their proprietary data and workflows to align models for their use cases, resulting in higher throughput intelligence th...
AI agentMCP / tool callingBrowser automationVoice / phone
Example appendix
Company Examples By Segment
This appendix intentionally includes many examples so a builder can scan for patterns and comparable startups. Logos are loaded from each company's website favicon where available.
Developer, AI Infra & Data
Amboras
E-commerce, Website Builders, Automation Software
Amboras puts your entire e-commerce on autopilot. It builds your store, continuously optimizes it, reads your analytics, and learns what converts - a...
AI agentMCP / tool callingBrowser automationVoice / phone
Archal
Software Development, AI Quality Assurance, Developer Tools
The eval platform for autonomous software.
AI agentMCP / tool callingBrowser automationVoice / phone
BaseFrame
Information Technology, AI Automation, Productivity Software
Detect what AI can automate for your team. Most teams want to plug in AI but don't know where to get started. BaseFrame's desktop app finds exactly w...
AI agentMCP / tool callingBrowser automationVoice / phone
Bubble Lab
Information Technology, Workflow Automation, Operations Management
Bubble Lab turns natural language into visual, production-ready workflows - built for modern ops teams, with built-in observability, logs, and execut...
AI agentMCP / tool callingVoice / phoneHuman approval
Byteport
Information Technology, Cloud Computing, Data Management
Global upload acceleration for 1GB-100TB files.
AI agentMCP / tool callingVoice / phoneHuman approval
Cascade
Artificial Intelligence, Model Alignment, Data Operations
Cascade helps companies take their proprietary data and workflows to align models for their use cases, resulting in higher throughput intelligence th...
AI agentMCP / tool callingBrowser automationVoice / phone
Corelayer
Information Technology, Software Support, IT Operations Management
Corelayer is the AI-native platform for production software support, built for data-heavy, regulated industries like finance and healthcare. It conti...
AI agentMCP / tool callingVoice / phoneHuman approval
Cumulus Labs
Artificial Intelligence, AI Infrastructure, Software Development
Cumulus Labs lets engineering teams ship AI in production without needing a dedicated ML platform team. Right now, companies building AI products are...
AI agentMCP / tool callingVoice / phoneEval / sandbox
EigenPal
Information Technology, Document Processing, Workflow Automation
EigenPal automates your document processing workflows with AI. KYC docs, invoices, claims, shipping forms, contracts, receipts, loan docs - we automa...
AI agentMCP / tool callingVoice / phoneHuman approval
Emdash
Software Development, Developer Tools, Coding Automation
Open-source Agentic Development Environment
AI agentMCP / tool callingVoice / phoneHuman approval
Fern
Information Technology, Job Automation, Recruitment Technology
Fern is a technology company that specializes in building scalable evaluation and reinforcement learning environments designed specifically for robot...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Foresight
Technology, Strategy Consulting, Business Intelligence
Foresight builds AI-powered simulations of human behavior to help companies predict how people will think, react, and choose before making real-world...
AI agentMCP / tool callingVoice / phoneHuman approval
Glue
Software Development, UI, UX Design
Glue is an open source design editor for AI agents. It gives coding agents an infinite canvas to create new interfaces, iterate on existing ones, and...
AI agentMCP / tool callingBrowser automationVoice / phone
GovGuard
Government Technology, AI Infrastructure, Public Sector Software
AI Infrastructure for Government Agencies
AI agentMCP / tool callingVoice / phoneHuman approval
Industrial, Manufacturing & Robotics
Arzana
Manufacturing, Industrial Automation, Business Operations
AI automation for the manufacturing office
AI agentMCP / tool callingVoice / phoneHuman approval
Asimov
Robotics, Humanoid Robotics, Training Data Collection
Asimov collects real-world human movement data to train humanoid robots, delivering a diverse range of scenarios that surpass traditional factory dat...
AI agentMCP / tool callingVoice / phoneHuman approval
Avea Robotics
Robotics, Teleoperation Software, Physical AI Data Collection
Control your robots from anywhere in the world. We built the fastest VR teleoperation software on the market, so you can control your robots from any...
AI agentMCP / tool callingVoice / phoneHuman approval
Canary
Industrial Automation, Manufacturing Operations, SCADA Systems
The first AI QA engineer that understands your codebase. Designed to enhance quality assurance using AI, it reads source code to understand developer...
AI agentMCP / tool callingBrowser automationVoice / phone
Cofia
Information Technology, Business Process Automation, Workflow Optimization
AI automations that implement themselves. Cofia learns how your team runs internal operations and automates the highest-ROI workflows, automatically.
AI agentMCP / tool callingVoice / phoneHuman approval
Confluence Labs
Industrial Automation, Manufacturing Operations, SCADA Systems
Confluence Labs is an AI research lab based in San Francisco that focuses on improving learning efficiency, specifically addressing the challenge of...
AI agentMCP / tool callingVoice / phoneHuman approval
Control Seat
Industrial Automation, Manufacturing Operations, SCADA Systems
Control and Monitoring of Industrial Operations
AI agentMCP / tool callingHuman approvalEval / sandbox
Fuchsia
Industrial Automation, Manufacturing Operations, SCADA Systems
Fuchsia handles hardware certification and testing so great products can get to markets faster. AI agents keep our work accurate, timely, and fully t...
AI agentMCP / tool callingVoice / phoneHuman approval
GrazeMate
Agriculture, Livestock Management, Robotics and Autonomous Systems
GrazeMate builds autonomous drones that herd cattle. On command, our drones fly to a paddock, position themselves around the mob, and move them where...
AI agentMCP / tool callingVoice / phoneHuman approval
Hexa
Manufacturing, Sales Automation, Procurement Automation
Hexa helps industrial distributors automate their sales and procurement workflows to quote faster and win more bids. We have signed 3 customers in th...
AI agentMCP / tool callingVoice / phoneHuman approval
InLoop Robotics
Logistics, Warehouse Automation, Robotic Fulfillment
Staff your warehouse with robotic employees today. We are building AI-native fulfillment powered by robotics. Warehouses without human labor that get...
AI agentMCP / tool callingVoice / phoneHuman approval
Intelligence Factory
Robotics, Industrial Automation, Machine Learning
Intelligence Factory is a robotics and artificial intelligence company focused on developing general intelligence software to provide robots with the...
AI agentMCP / tool callingVoice / phoneHuman approval
Interfaze
Industrial Automation, Manufacturing Operations, SCADA Systems
Interfaze is an AI model built on a new architecture that merges specialized DNN/CNN models with LLMs for developer tasks that require deterministic...
AI agentMCP / tool callingBrowser automationVoice / phone
Korso
Manufacturing, Industrial Automation, Supply Chain Management
Korso builds AI agents that handle the operational work manufacturers still do manually, including processing RFQs, following up on quotes, coordinat...
AI agentMCP / tool callingVoice / phoneHuman approval
Sales, Marketing & Customer Ops
Bloom
Marketing Technology, Brand Management, Content Creation
Bloom is the brand layer for agents - a system that holds your brand and makes it callable from any agent, app, or platform. Ingest your brand from a...
AI agentMCP / tool callingVoice / phoneHuman approval
Callab AI
Telecommunications, Customer Service, Sales Automation
AI voice agents for legacy telephony systems.
AI agentMCP / tool callingVoice / phoneHuman approval
Chert
Information Technology, Communications, Messaging Infrastructure
Chert provides the infrastructure for businesses to automate conversations over iMessage. We’re already working with B2C startups, customer experienc...
AI agentMCP / tool callingVoice / phoneHuman approval
Cignara
Artificial Intelligence, Sales Automation, Customer Support
Cignara provides agentic AI to automate sales and customer support conversations for large enterprises over voice & chat. Cignara focuses on turning...
AI agentMCP / tool callingVoice / phoneHuman approval
Hedge
Insurtech, Specialty Insurance, AI Agents
Hedge is an AI-Native specialty insurance company. We help insurance brokers find faster, cheaper, and better coverage for their customers.
AI agentMCP / tool callingVoice / phoneHuman approval
Kinect
E-commerce, Conversational AI, Sales Optimization
Kinect is the AI shopping assistant layer for e-commerce. It plugs into e-commerce stores and gives agents live access to your catalog, inventory, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Pollen
Software, Customer Retention, Sales Operations
Pollen is building AI agents that autonomously improve retention by monitoring customer accounts to detect churn and upsell signals and advising team...
AI agentMCP / tool callingVoice / phoneHuman approval
Signals
Information Technology, Customer Support, Sales Enablement
Proactive AI customer support that engages high-value users by using LLM’s to engage customers before they reach out to customer support, minimizing...
AI agentMCP / tool callingVoice / phoneHuman approval
Unisson
Software, Customer Success, B2B Software Implementation
AI agents that automate B2B software implementation. Unisson is building trusted AI subject-matter experts for teams that are responsible for custome...
AI agentMCP / tool callingBrowser automationVoice / phone
Userlens
SaaS, Customer Success, Predictive Analytics
AI agents that predicts churn months before it happens.
AI agentMCP / tool callingVoice / phoneHuman approval
Kinro
Insurance, Sales Automation, Customer Engagement
Kinro helps companies sell insurance through AI assistants such as ChatGPT. We build AI sales agents that manage the end-to-end insurance sales proce...
AI agentMCP / tool callingVoice / phoneHuman approval
Remix
Marketing, Social Media Marketing, Content Creation
Social media content auto-generated with your existing data.
AI agentMCP / tool callingBrowser automationVoice / phone
Samora AI
Artificial Intelligence, Voice AI, Conversational AI
Multilingual voice agents that outperform humans.
AI agentMCP / tool callingVoice / phoneHuman approval
Lance
Hospitality, Sales Automation, Operations Management
Autonomous AI agents that answer calls, close sales, and run operations, so your team can focus on guests. Trusted by some of the top hotel groups in...
AI agentMCP / tool callingBrowser automationVoice / phone
Healthcare, Bio & Science
Arctic Health
Healthcare, Healthcare Administration, Regulatory Compliance
Arctic Health is building AI-native credentialing and contracting for healthcare organizations. We automate the full workflow, from establishing paye...
AI agentMCP / tool callingBrowser automationVoice / phone
Astraea
Biotechnology, Clinical Trials, Data Management
Astraea automates clinical trial biometrics from raw study inputs to FDA-ready outputs. The platform handles data normalization, CDISC mapping, SDTM,...
AI agentMCP / tool callingVoice / phoneHuman approval
CellType
Biotechnology, Drug Discovery, Artificial Intelligence Research
CellType is building an agentic drug company. AI agents that run the full drug discovery pipeline on top of biological foundation models that simulat...
AI agentMCP / tool callingVoice / phoneHuman approval
ClaimGlide
Healthcare, Revenue Cycle Management, Medical Billing Automation
AI automated prior-auths for private medical practices
AI agentMCP / tool callingVoice / phoneHuman approval
Ditto Biosciences
Biotechnology, Drug Discovery, Autoimmune Diseases
Ditto Bio discovers drugs for autoimmune diseases by harnessing parasite biology. Viruses, ticks, and worms have experimented over millions of years...
AI agentMCP / tool callingVoice / phoneHuman approval
Docura Health
Legal Technology, Medical Record Review, Insurance Claims Processing
Docura Health reduces settlement time in workers’ compensation cases by automating medical record review, chronologies, and report drafting with AI....
MCP / tool callingVoice / phoneHuman approvalEval / sandbox
Harbor
Healthcare, Clinical Research, Data Management
AI system-of-record for clinical trial data
AI agentMCP / tool callingVoice / phoneHuman approval
Mango Medical
Healthcare, Surgical Planning, Industrial Automation
Mango Medical builds agentic surgical planning AI for orthopedic surgery. We deliver surgeon-ready plans in minutes instead of days. The company has...
AI agentMCP / tool callingVoice / phoneHuman approval
Panacea
Biotechnology, Regulatory Compliance, Life Sciences Consulting
Panacea provides AI-native FDA regulatory services for Biotechs and Medical Device companies. We hire the most experienced FDA consultants in the ind...
AI agentMCP / tool callingVoice / phoneHuman approval
Rhizome AI
Life Sciences, Regulatory Intelligence, AI Automation
Rhizome AI is a regulatory intelligence platform and agentic workflow studio designed specifically for the life sciences industry, including biotechn...
AI agentMCP / tool callingVoice / phoneHuman approval
Ritivel
Life Sciences, Regulatory Compliance, Medical Writing
AI-native platform for regulatory and medical writing teams at life sciences companies, drafting CTDs, CSRs, INDs, and BLAs in minutes instead of wee...
AI agentMCP / tool callingVoice / phoneHuman approval
Ruma Care
Healthcare, Healthcare Administration, Workflow Automation
Ruma Care automates all admin work for infusion clinics - starting with prior authorizations & copay assistance enrollment. We turn a process that tr...
AI agentMCP / tool callingBrowser automationVoice / phone
Taiga
Healthcare, Medical Billing, Revenue Cycle Management
Taiga automates medical billing for doctor's offices. A doctor uploads their visit data, our AI figures out the right billing codes, checks the claim...
AI agentMCP / tool callingBrowser automationVoice / phone
10x Science
Biotechnology, Protein Characterization, Drug Discovery
The AI-native platform for next-generation protein characterization.
AI agentMCP / tool callingVoice / phoneEval / sandbox
Consumer, Personal & Creative AI
Ara
Information Technology, Web Automation, Data Extraction
Voice-first computer use for Mac. Lives in your notch. Ara is a non-invasive AI cursor that executes tasks on your computer. With first-class compute...
AI agentMCP / tool callingBrowser automationVoice / phone
Kuli
Marketing, Influencer Marketing, Social Media Management
Kuli is an AI agent for social media and influencer marketing teams at the world's largest consumer brands. Our agent watches every video on socials...
AI agentMCP / tool callingBrowser automationVoice / phone
Tsenta
Information Technology, Recruitment Technology, Career Services
Tsenta matches you with jobs, optimizes your profile & applies on your behalf. We have: ➙ a web app ➙ an imessage bot ➙ an MCP ➙ a chrome extension,...
AI agentMCP / tool callingBrowser automationVoice / phone
Button Computer
Consumer Electronics, Wearable Technology, Conversational AI
Button Computer is a technology company based in San Francisco that is developing a specialized wearable AI device called Button, designed to provide...
AI agentMCP / tool callingVoice / phoneHuman approval
Cardboard
Media & Entertainment, Video Editing, Content Marketing
Cardboard is an agentic video editor for growth/marketing teams and serious creators who need to ship videos consistently. Instead of agencies, long...
AI agentMCP / tool callingBrowser automationVoice / phone
Foaster
Professional Services, AI Transformation, Strategy Consulting
The AI-native consulting firm for AI transformation, powered by agents instead of armies of consultants. Companies are spending millions on AI tools,...
AI agentMCP / tool callingVoice / phoneHuman approval
Light Anchor
Consumer Goods, Brand Management, AI Automation
Light Anchor (YC P26) builds AI-run consumer brands that run at the speed of compute. They operate one flagship brand and multiple experiment stores,...
AI agentMCP / tool callingVoice / phoneHuman approval
Supafax
Information Technology, Productivity Software, Calendar Management
Supafax is an AI-powered assistant designed to streamline personal and professional organization by managing email and calendar workflows. Based in S...
AI agentMCP / tool callingVoice / phoneHuman approval
jo
Artificial Intelligence, Personal Productivity, Data Privacy
A new personal AI that actually knows you. jo is a personal AI that runs on your Mac and a private cloud machine we host for you. It knows your life,...
AI agentMCP / tool callingBrowser automationVoice / phone
Consumer Electronics, Productivity Software, Note-taking and Knowledge Management
Pocket is a small AI device that turns everything you say and hear into clear notes, action items, and search. We combine custom hardware, AI, and so...
AI agentMCP / tool callingVoice / phoneData ingestion
Juno
Healthcare, Personal Health Assistant, Chronic Disease Management
Juno is an AI personal health assistant for the 1B+ people living with chronic illness. We launched in October and now support 80,000+ patients globa...
MCP / tool callingVoice / phoneEval / sandboxData ingestion
CodeWisp
Gaming, Game Development, Generative AI
CodeWisp lets anyone build and publish web games using plain-English prompts. Traditional game development requires learning complex engines, managin...
MCP / tool callingBrowser automationVoice / phoneHuman approval
Forum
Financial Services, Cultural Attention Exchange, Risk Management
Forum is building the first exchange to trade on cultural attention. We create indices from search, social, and streaming data to measure what the wo...
AI agentMCP / tool callingHuman approvalData ingestion
Martini
Media and Entertainment, Video Production, Generative AI
Martini is a collaborative, AI-native platform for professional filmmaking in the era of generative media. By integrating the best generative models...
MCP / tool callingBrowser automationVoice / phoneCompliance / audit
Fintech, Insurance & CFO Stack
Balance
Fintech, Accounting, Bookkeeping
Balance is an AI accounting firm that helps SMBs close their monthly books. Our agents do the work of an in-house finance hire, reconciling books in...
AI agentMCP / tool callingVoice / phoneHuman approval
End Close
Fintech, Payment Reconciliation, Financial Operations
AI powered reconciliation for high-volume payments companies
AI agentMCP / tool callingVoice / phoneHuman approval
FullSeam
Fintech, Corporate Accounting, Finance Operations
FullSeam builds agents for corporate accounting. Our agents replace manual accounting tasks that typically happen outside of our customers’ accountin...
AI agentMCP / tool callingVoice / phoneHuman approval
HEVN, inc
Fintech, B2B Payments, Financial Operations
HEVN is the automated USD account for global internet companies, built for humans and AI agents. Every international company today runs a fragmented...
AI agentMCP / tool callingVoice / phoneHuman approval
Kimpton AI
Fintech, Investment Research, Financial Analysis
Kimpton is the AI research platform for the buy side, built by ex-Goldman engineers who left to start a hedge fund with $10M and ran it for four year...
AI agentMCP / tool callingVoice / phoneHuman approval
Klaimee
Insurance, AI Risk Management, Liability Coverage
Liability insurance for AI Agents. You deploy agents, we cover you.
AI agentMCP / tool callingVoice / phoneEval / sandbox
Maven
Fintech, Voice AI, Payment Processing
We enable AI voice agents to collect payments over the phone through a single API call, handling card processing and PCI compliance across all paymen...
AI agentMCP / tool callingVoice / phoneHuman approval
Mount
Insurance, Risk Management, Liability Coverage
Mount is building the AI-Agent insurance carrier, starting with liability coverage for deployed AI agents. We help businesses insure and secure AI ag...
AI agentMCP / tool callingVoice / phoneHuman approval
MouseCat
Cybersecurity, Fraud Detection, Risk Management
MouseCat enables companies to automatically detect, investigate, and mitigate emerging fraud trends using AI-powered agents.
AI agentMCP / tool callingVoice / phoneHuman approval
Oxus
Financial Services, Internal Audit, Compliance Technology
Oxus automates internal audits for pre-IPO and public companies using AI. Companies including leading payroll providers and public biotech companies...
AI agentMCP / tool callingVoice / phoneHuman approval
Panta
Insurance, Commercial Insurance, Insurtech
Panta is a technology-enabled commercial insurance brokerage that combines AI-powered internal workflows with licensed brokers to help businesses sec...
AI agentMCP / tool callingBrowser automationVoice / phone
Proximitty
Fintech, Commercial Lending, AI Underwriting
Proximitty is the AI operating system for commercial loans - we build regulator-grade AI agents that ingest and parse documents, spread financials, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Sponge
Fintech, Payments Infrastructure, Agentic Commerce
Financial infrastructure for the agent economy. Sponge is the easiest way for agents to hold and spend money, and for businesses to sell directly to...
AI agentMCP / tool callingBrowser automationVoice / phone
ZeroSettle
Fintech, Mobile Payments, Payment Processing
ZeroSettle is a mobile SDK that switches customers from App Store billing to direct billing. It takes 15 minutes to set up and immediately unlocks ze...
MCP / tool callingBrowser automationVoice / phoneData ingestion
Legal, Compliance & Risk
Arden
Enterprise Software, Internal Audit, Compliance Automation
Arden is the AI-native platform for internal audit and SOX teams. We build AI agents that automatically pull evidence from your stack, test controls...
AI agentMCP / tool callingVoice / phoneHuman approval
AutoSitu
Real Estate, Urban Planning, Regulatory Compliance
AI-native workspace for development plan reviews.
AI agentMCP / tool callingHuman approvalEval / sandbox
Complir
Information Technology, Product Compliance, Regulatory Management
AI-powered product compliance platform that makes it easy for retailers to launch and scale products across borders without drowning in regulatory wo...
AI agentMCP / tool callingVoice / phoneHuman approval
Fed10
Information Technology, Legislative Consulting, Regulatory Tracking
AI agents that replace your policy consultants. Fed10 is a legislative consulting firm staffed by AI agents. We monitor every bill across the U.S., f...
AI agentMCP / tool callingVoice / phoneHuman approval
Fenrock AI
Financial Services, Banking Technology, Regulatory Compliance
AI agents for banking back office. We're building the Harvey for traditional financial services, starting with compliance use cases for small- to mid...
AI agentMCP / tool callingVoice / phoneHuman approval
Kita
Fintech, Lending Operations, Regulatory Compliance
Kita is the AI platform for global lending operations, helping lenders in emerging markets automate application completion, document verification, an...
AI agentMCP / tool callingVoice / phoneHuman approval
LegalOS
Legal Services, Immigration Law, AI Automation
LegalOS is an AI-native immigration law firm that combines cutting-edge technology with 40+ years of legal expertise, delivering top-quality visa app...
AI agentMCP / tool callingBrowser automationVoice / phone
Oximy
Information Technology, AI Governance, Risk Management
Oximy helps enterprises understand and manage AI usage across their workforce. Used by security, finance, and transformation teams to track adoption,...
AI agentMCP / tool callingVoice / phoneHuman approval
Regbase
Regulatory Technology, Compliance Tracking, Legal Research
Regbase helps companies track new and existing regulations in any language, anywhere. We are focused on state and local laws in the U.S., and regulat...
AI agentMCP / tool callingVoice / phoneHuman approval
Stilta
Legal Technology, Intellectual Property, Patent Litigation
Stilta builds agentic AI software for intellectual property, starting with patent litigation. Patent attorneys use Stilta for source-backed, auditabl...
AI agentMCP / tool callingVoice / phoneHuman approval
Wayco
Legal Technology, Case Management, Data Intelligence
Wayco is building a unified data intelligence layer for medical treatment of legal cases. From the first intake to instant settlement.
MCP / tool callingVoice / phoneHuman approvalEval / sandbox
General Legal
Legal, Contract Management, Legal Research
The AI native law firm that solves commercial legal for founders. Our firm provides fast, high-quality contract drafting, review, and negotiation for...
AI agentMCP / tool callingVoice / phoneHuman approval
Vector Legal
Legal, Law Firm, Legal Technology
Full service ai law firm & software solution, for startups
AI agentMCP / tool callingVoice / phoneHuman approval
Moritz
Legal, Law Firm, AI Legal Services
Global AI-native law firm handling legal work with same-day turnaround
AI agentMCP / tool callingVoice / phoneHuman approval
Aerospace, Defense, Energy & Deep Tech
AxionOrbital Space
Aerospace, Satellite Technology, Earth Observation
Foundation models for 24/7 Earth Observation
AI agentMCP / tool callingVoice / phoneHuman approval
Refortifai
Semiconductors, Electronic Design Automation, Product Development
Refortifai builds RL environments to solve and evaluate complex tasks involving electronic design.
AI agentMCP / tool callingVoice / phoneHuman approval
Surtr Defense Systems
Defense, Counter-UAS, Command and Control Systems
Surtr builds ParallaxOS, the open operating system for counter-UAS. It takes sensor data from any radar, RF detector, camera, or acoustic array and f...
AI agentMCP / tool callingVoice / phoneHuman approval
Kyten Technologies
Aerospace, Battery Manufacturing, Supply Chain Management
Kyten Technologies is building a factory to manufacture custom aerospace-grade battery packs. 100,000+ drones, submarines, and satellites are being b...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Dispatch
Aerospace, Space Logistics, In-Space Manufacturing
Dispatch is building refurbishable reentry vehicles that host and return payloads for companies making ultra-high-value materials (semiconductors, bi...
AI agentMCP / tool callingVoice / phoneHuman approval
matforge
Semiconductors, Materials Science, Artificial Intelligence Research
We build AI scientists that discover new materials for the semiconductor industry - specifically datacenters and fabs. Finding novel materials today...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Galactic Resource Utilization Space, Inc. (GRU Space)
Aerospace, Space Infrastructure, Construction
GRU Space is building permanent lunar infrastructure to make humanity interplanetary within our lifetime, starting with the first hotel on the Moon....
AI agentVoice / phoneHuman approvalEval / sandbox
Arlo Industries
Defense Technology, Aerospace and Defense, Autonomous Systems
Passive aerial sensing mesh to track drones and missiles
AI agentMCP / tool callingVoice / phoneData ingestion
Nine Fives
Aerospace, Test Equipment, Electronics Manufacturing
Simple, Networked, Driverless, RF Test Equipment
AI agentMCP / tool callingVoice / phoneEval / sandbox
Milliray
Defense Technology, Drone Detection, Aerospace Security
Technology to detect and track small drones
AI agentMCP / tool callingData ingestionPhysical ops
Constellation Space
Aerospace, Satellite Operations, Artificial Intelligence Infrastructure
AI operating system for mega-scale satellite networks.
AI agentMCP / tool callingHuman approvalData ingestion
Ornadyne
Aerospace & Defense, Robotics, Drones
Ornadyne builds flapping-wing drones for reconnaissance that look, fly, and sound like birds, aiming to improve surveillance technology and reduce th...
AI agentVoice / phoneHuman approvalCRM / revenue ops
Beyond Reach Labs
Aerospace, Space Infrastructure, Solar Energy Generation
Space solar arrays that grow to the size of a football field in orbit
Voice / phoneHuman approvalCRM / revenue opsPhysical ops
Apollo Atomics, Inc.
Nuclear Energy, Nuclear Reactor Design, Energy Infrastructure
We make the most compact nuclear machines.
Voice / phoneHuman approvalCompliance / auditPhysical ops
Recruiting, HR & Education
Asendia AI
Information Technology, Recruitment Technology, Career Services
Asendia AI builds AI recruiters for staffing agencies and enterprise companies. It clones their best recruiters into AI agents that match, screen, an...
AI agentMCP / tool callingVoice / phoneHuman approval
Burt
Logistics, Job Automation, Recruitment Technology
Burt is an AI technology company that develops "AI teammates" specifically designed for the logistics industry, focusing on freight brokers and forwa...
AI agentMCP / tool callingVoice / phoneHuman approval
Perfectly
Information Technology, Recruitment Technology, Talent Acquisition
Perfectly is the first AI-native Recruiting OS. We automate the entire recruiting function: sourcing, outreach, screening, and qualification. Intervi...
AI agentMCP / tool callingVoice / phoneHuman approval
Polymath
Recruitment Technology, Job Automation, Career Services
Simulation environments to train & evaluate long-horizon AI agents
AI agentMCP / tool callingBrowser automationVoice / phone
Saffron
Human Resources, Technical Assessment, Recruitment Technology
Saffron allows companies to quickly evaluate how well software engineers use AI to code. The way engineers write code has fundamentally changed, but...
AI agentMCP / tool callingVoice / phoneHuman approval
Standout
Recruitment Technology, Talent Acquisition, Human Resources (HR)
Standout gives every talent and company an autonomous agent that represents them, assess the other side, and makes intros when it matters. It aims to...
AI agentMCP / tool callingBrowser automationVoice / phone
Prism
Information Technology, Recruitment Technology, Talent Acquisition
Prism is an AI-native recruiting agency. We use software and agents to find companies better people faster.
AI agentMCP / tool callingVoice / phoneHuman approval
Skillsync
Information Technology, Recruitment Technology, Talent Acquisition
Skillsync is an AI recruiter that hires engineers based on what they've shipped. The best engineers are not on LinkedIn. They're on GitHub, busy ship...
AI agentMCP / tool callingVoice / phoneData ingestion
KELAI
Information Technology, Recruitment Technology, Career Services
Intelligence platform for systematic market insights
AI agentMCP / tool callingVoice / phoneHuman approval
Unifold
Information Technology, Recruitment Technology, Career Services
Multi-chain deposit and payment infrastructure
AI agentMCP / tool callingVoice / phoneHuman approval
Ashr
Information Technology, Recruitment Technology, Career Services
Ashr is a modular testing and evaluation platform specifically designed for AI agents and agentic systems. Based in San Francisco and part of the Y C...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Cybersecurity, Trust & Identity
Agentic Fabriq
Cybersecurity, AI Security, Access Control
Agentic Fabriq is the single control plane for data permissioning throughout your entire organization across your AI and employees. Through Fabriq, a...
AI agentMCP / tool callingVoice / phoneHuman approval
Clawvisor
Cybersecurity, AI Security, Access Control
Clawvisor lets AI agents use apps like Gmail, Slack, and Google Drive without going rogue or ever seeing your credentials. You approve tasks once. Cl...
AI agentMCP / tool callingVoice / phoneHuman approval
Hex Security
Cybersecurity, Penetration Testing, Vulnerability Management
Hex Security builds AI agents that run continuous penetration tests against your apps and infrastructure. Instead of a once-a-year penetration test,...
AI agentMCP / tool callingVoice / phoneHuman approval
BeeSafe AI
Cybersecurity, AI Security, Social Engineering Defense
BeeSafe AI is building the frontier model layer for social engineering defense, deploying undercover AI agents that engage attackers directly and exp...
AI agentMCP / tool callingVoice / phoneHuman approval
Crosslayer Labs
Cybersecurity, Web Security, Network Monitoring
Crosslayer Labs detects impersonation attacks on websites and APIs, providing comprehensive monitoring of Internet dependencies, including DNS, BGP,...
AI agentMCP / tool callingBrowser automationVoice / phone
Protent
Public Safety, Video Intelligence, Threat Detection
Real time intelligence for law enforcement & security teams.
AI agentMCP / tool callingVoice / phoneHuman approval
Silmaril
Cybersecurity, AI Security, Application Defense
Silmaril is self-healing prompt injection defense for AI native applications and agents. It understands application context to block 2x as many threa...
AI agentMCP / tool callingVoice / phoneEval / sandbox
Incandor
Cybersecurity, Fraud Prevention, Behavioral Analytics
Behavioral intelligence infrastructure for anti-fraud
AI agentMCP / tool callingVoice / phoneHuman approval
Supply Chain, Logistics & Commerce Ops
Alchemize
Logistics & Supply Chain, Customs Brokerage, Trade Compliance
Alchemize is an AI-native customs brokerage. Importers are currently hindered by legacy brokers relying on manual workflows, where hand-keyed entries...
AI agentMCP / tool callingVoice / phoneHuman approval
Andustry
Manufacturing, Supply Chain Management, Procurement Sourcing
We help manufacturers find suppliers for industrial goods. We are an AI-native broker, solving sourcing of machines and intermediate goods. We take o...
AI agentMCP / tool callingVoice / phoneHuman approval
Pollinate
Supply Chain, Logistics Management, Warehouse Operations
Pollinate is a technology company that specializes in building AI-powered agents and custom applications designed specifically for supply chain opera...
AI agentMCP / tool callingVoice / phoneHuman approval
Reframe
Manufacturing, Supply Chain Management, Procurement Automation
Reframe is the only AI-native marketplace for hardware teams to procure both COTS and custom manufactured components. We use Agents to automate end-t...
AI agentMCP / tool callingBrowser automationVoice / phone
Haladir
Logistics, Supply Chain Management, Decision Support Systems
Haladir is the decisional AI layer for logistics. We sit on top of your WMS, TMS, OMS, etc., unify their data into one operational graph, and embed s...
AI agentMCP / tool callingVoice / phoneHuman approval
transload
Logistics, Computer Vision, Warehouse Management
transload helps logistics companies measure shipments using the security cameras they already have. A pallet, a couch, a tire – we capture its true s...
AI agentMCP / tool callingVoice / phoneHuman approval
Dayjob
Logistics, Supply Chain Management, Autonomous Agents
Dayjob builds autonomous AI workers for transport operations. Our scheduling agent plugs into existing ERPs and continuously re-optimises routes in r...
AI agentMCP / tool callingVoice / phoneData ingestion
Construction, Real Estate & Field Ops
Avoice
Architecture, Project Management, Workflow Automation
Avoice is an AI-native workspace for architecture firms that automates the non-design work that takes time away from design. The platform uses AI age...
AI agentMCP / tool callingBrowser automationVoice / phone
Bidflow
Construction, Electrical Estimating, Project Management
Bidflow is a technology company that provides AI-powered software specifically designed for the electrical construction industry. Its primary functio...
MCP / tool callingVoice / phoneHuman approvalEval / sandbox
Foreman
Construction, Project Management, Software Development
Foreman is the all-in-one AI-powered project management platform built for construction contractors and the trade industry.
AI agentMCP / tool callingBrowser automationVoice / phone
Ressl AI
Construction, Field Service Automation, Back Office Operations
We automate the back office so field crews can focus on the actual work. Trades businesses run on legacy software and 'glue' employees. We build proa...
AI agentMCP / tool callingVoice / phoneHuman approval
Caveats
Assumptions And Reading Notes
These caveats are important because the report is a strategy read over a scraped dataset, not a confirmed interview study.
Dataset scope
The report analyzes 373 companies from the local CSV. Counts and examples come from the uploaded dataset and the existing generated classification logic.
Signals are inferred
Signals such as MCP/tool calling, human approval, eval/sandbox, and compliance/audit are derived from descriptions, categories, agent fields, and workflow text. They should be treated as opportunity signals, not verified product claims.
No tool-stack field
The CSV does not contain a verified tools-used column. Company cards therefore do not show inferred vendor stacks such as Claude, MCP, n8n, Make.com, or Zapier.
Logos
Company logos use website favicon endpoints where a website exists. Some may render as generic icons if the site does not expose a favicon or blocks lookup.
Chart generation
PNG charts are generated locally with Pillow because matplotlib/seaborn are not available in the current workspace runtime.