Pipelines built from live evidence.
Describe your ICP in plain language. Agents build the list from what's on the web right now: who holds the role today, who's hiring, what's actually in the stack.
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Company | Domain | LinkedIn | HQ | Use Case | Vertical | Headcount | Stage | Funding | Investors | ICP Fit | Agent Product | High-Stakes Judgment | Lean Team | Series A+ | ICP Notes | Eng vs Ops | Hiring ML Roles | Founder Background | Sources | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Alaffia Health | New York | AI agent reviews health insurance claims to detect improper payments, billing errors, and administrative waste for healt… | Healthcare Claims | 70 | Series B | $71.6M | Healthworx Accelerator, Remarkable Ventures, FirstMark, Transformation Capital, Plug and Play, (ERA) Entrepreneurs Round… | match | match | match | match | AI agent reviews health insurance claims to detect improper payments, billing errors, and administrative waste for healt… | ops/reviewer-heavy (16 eng / 20 ops-reviewer of 36 classified) | no - hits=[] roles=Director, Payment Integrity; GTM Strategy Associate, Sales Strategy Associate; Senior Data Engineer; … | domain expert: CEO TJ Ademiluyi (ex-Goldman Sachs Tech Investment Banking) and COO Adun Akanni (ex-Zeus Living Onboardin… | |||||
| 2 | Crosby | New York | AI agents perform legal work and execution tasks for a law firm | Legal | 88 | Series B | $85.8M | Karim Atiyeh, Elad Gil, Lux Capital, Eric Wu, Cooley, Jacob Heller, Operator Partners, Eric Glyman, Max Mullen, Index Ve… | match | match | match | match | AI agents perform legal work and execution tasks for a law firm. Team 88 at series_b; agent accuracy on nuanced regulate… | ops/reviewer-heavy (17 eng / 32 ops-reviewer of 49 classified) | no - hits=[] roles=Application Security Engineer; Corporate Security Engineer; In-House Attorney, Startup Attorney, Remo… | mixed (domain + technical): CTO John Sarihan was a Tech Lead/Manager at Ramp (technical/engineering background), while L… | |||||
| 3 | RegASK | Singapore | The AI system monitors regulatory changes across 160+ markets, assesses their impact, and orchestrates workflows into ac… | Regulatory Compliance | 82 | Series A | $10M | SPRIM Ventures, Monograph Capital, TKS1 | match | match | match | match | The AI system monitors regulatory changes across 160+ markets, assesses their impact, and orchestrates workflows into ac… | ops/reviewer-heavy (11 eng / 14 ops-reviewer of 25 classified) | no - hits=[] roles= | domain expert: Sole founder Caroline Shleifer built RegASK around regulatory intelligence and her LinkedIn headline cent… | |||||
| 4 | Lawgeex | New York | The AI agent automatically reviews, redlines, and negotiates contracts against a company's predefined legal policies, ac… | Contract Review And Negotiation (legal Compliance) | 12 | Series A | $41.5M | Corner Ventures, lool ventures, Cerity Partners Ventures, LionBird, Thomas Glocer, Aleph, La Maison Compagnie d'Investis… | match | match | match | match | The AI agent automatically reviews, redlines, and negotiates contracts against a company's predefined legal policies, ac… | balanced (4 eng / 4 ops-reviewer of 8 classified) | no - hits=[] roles= | domain expert: The listed team includes Marcelle Juliet Saul Sheiman as a Legal QA Specialist and Ofir Sharon with produ… | |||||
| 5 | Vamstar | London | Vamstar's agentic AI automates tender/RFP/RFQ analysis, filters opportunities, updates CRMs, and dynamically optimizes p… | Pharma/medtech Tender Bidding, Pricing And Market Access Strategy | 70 | Series A | $9.8M | Antler, b2venture, DFF Ventures, Begin Capital, Innovate UK, Alpha Intelligence Capital | match | match | match | match | Vamstar's agentic AI automates tender/RFP/RFQ analysis, filters opportunities, updates CRMs, and dynamically optimizes p… | ops/reviewer-heavy (12 eng / 16 ops-reviewer of 28 classified) | no - hits=[] roles= | mixed: Co-founder and CTO Dr. Richard Freeman's headline highlights a background in GenAI, ML, Big Data and AWS architec… | |||||
| 6 | Onshore | New York | AI agents read a company's documents and data against the full tax code to identify every qualifying R&D tax credit, aft… | Tax Credits & Incentives (r&d Tax Credit) | 88 | Series B | $43.5M | FPV Ventures, Vertex Ventures, ADP Ventures, Y Combinator, Restive Ventures | match | match | match | match | AI agents read a company's documents and data against the full tax code to identify every qualifying R&D tax credit, aft… | ops/reviewer-heavy (4 eng / 7 ops-reviewer of 11 classified) | unknown - no discoverable careers page or ATS listings | mixed: The provided founder data lists Hanin Prasetyo as a Coating/Painting Inspector (unrelated to tax or ML), while CE… | |||||
| 7 | Hadrius | New York | An AI agent system executes compliance operations across marketing, communications, account surveillance, people oversig… | Securities Broker-dealer/investment Adviser Compliance (sec/finra) | 83 | Series A | $24.5M | Dorm Room Fund, Vijay Shankar, Y Combinator, Unpopular Ventures, Roadrunner Ventures, Lynett Capital, Singularity Capita… | match | match | match | match | An AI agent system executes compliance operations across marketing, communications, account surveillance, people oversig… | ops/reviewer-heavy (6 eng / 15 ops-reviewer of 21 classified) | no - hits=[] roles= | ex-ML/research engineer: Founders Thomas Stewart, Som Mohapatra, and Allen Calderwood built Hadrius as founders/CTO with… | |||||
| 8 | SafetyKit | San Francisco | AI agents review fraud, abuse and policy-violation cases end-to-end | Trust & Safety / Fraud | 23 | Series A | $32.1M | James Dyett, Claire Hughes Johnson, Jon Zieger, Y Combinator, Ribbit Capital, First Round Capital, Liquid 2 Ventures | match | match | match | match | AI agents review fraud, abuse and policy-violation cases end-to-end. Non-regulated commercial judgment domain (trust & s… | ops/reviewer-heavy (1 eng / 3 ops-reviewer of 4 classified) | yes - hits=['applied ai'] roles=AI Product Engineer; Account Executive; Applied AI Engineer; Backend Engineer (Product, … | domain/operator founder: David Graunke - CEO @ SafetyKit | AI that Stops Scammers; Steven Guichard - Founder at SafetyKi… | |||||
| 9 | Mulberri | Sunnyvale | Automates submission intake and underwriting decision workflows for insurance MGAs | Insurance | 40 | Series A | $10.8M | Hanover, MS&AD Ventures, Altamont Capital Partners, Eos Venture Partners | match | match | match | match | Automates submission intake and underwriting decision workflows for insurance MGAs. Team 40 at series_a; agent accuracy … | engineer-heavy (17 eng / 0 ops-reviewer of 17 classified) | no - hits=[] roles=Business Development Intern; Principal Backend Engineer, Principal UI / Full-stack Engineer, QA / Int… | ex-ML/research engineer: Co-founder/CTO Yong Zheng was VP of Machine Learning at Edelman Financial Engines, and Co-found… | |||||
| 10 | Bretton AI | New York | AI agents that work through financial crime compliance alerts and risk queues inside existing compliance systems | KYC / AML | 97 | Series B | $95.3M | Soma Capital, Sapphire Ventures, Canvas Prime, Canvas Prime, Thomson Reuters Ventures, Greylock, Timothy J. Mayopoulos, … | match | match | match | match | AI agents that work through financial crime compliance alerts and risk queues inside existing compliance systems. Team u… | balanced (0 eng / 0 ops-reviewer of 0 classified) | no - hits=[] roles= | mixed: No founder information was provided (founders_linkedin is empty and founders_record is null), so no evidence exis… | |||||
| 11 | Sedric | New York | AI reviews and monitors marketing content, customer communications, and partner activity for compliance against internal… | Compliance | 66 | Series A | $22M | Secret Chord Ventures, Amex Ventures, Micha Breakstone, Gefen Capital, James Kong, Skywell Capital Partners, Homeward Ve… | match | match | match | match | AI reviews and monitors marketing content, customer communications, and partner activity for compliance against internal… | engineer-heavy (26 eng / 11 ops-reviewer of 37 classified) | no - hits=[] roles=Demand Generation Specialist, Lead Gen Operator; Director of CS (EMEA); Executive Assistant & Operati… | ex-ML/research engineer: CTO Eyal Peleg was a Big Data Developer at Intel Corporation (technical engineering background)… | |||||
| 12 | Pactum AI | Mountain View | Digital Workers autonomously negotiate and manage procurement processes across indirect procurement, direct procurement,… | Procurement | 168 | Series C | $109.2M | Sten Tamkivi, Producement, 3VC, NordicNinja VC, Maersk Growth, Portfolion, Metaplanet, Atomico, Taavet Hinrikus, Karma V… | match | match | match | match | Digital Workers autonomously negotiate and manage procurement processes across indirect procurement, direct procurement,… | engineer-heavy (60 eng / 29 ops-reviewer of 89 classified) | no - 77 open roles, none AI/ML/eval/FDE: Account Executive (UK); Account Executive (UK); Technical Deployment Manager; V… | mixed (domain + technical): Kristjan Korjus brings deep technical expertise as a PhD in Computer Science and former Head… | |||||
| 13 | Cambio | New York | Cambio ingests building data, surfaces ROI-ranked retrofit opportunities, coordinates implementation across stakeholders… | Commercial Real Estate Esg Compliance And Retrofit Management | 69 | Series A | $18.6M | Great Wave Ventures, Pear VC, Google for Startups, Peterson Ventures, Adverb Ventures, Y Combinator, Maverick Ventures | match | match | match | match | Cambio ingests building data, surfaces ROI-ranked retrofit opportunities, coordinates implementation across stakeholders… | engineer-heavy (16 eng / 8 ops-reviewer of 24 classified) | no - hits=[] roles= | domain expert: Co-founders Stephanie Grayson (ex-KKR, ex-Goldman Sachs) and Leia de Guzman (ex-Director of Investments a… | |||||
| 14 | Castellum.AI | New York | AI agents automatically screen and resolve AML/KYC alerts across onboarding, transaction screening, and pKYC by reviewin… | Aml/kyc Compliance | 28 | Series A | $12.9M | Cameron Ventures, Curql, Remarkable Ventures, Framework Venture Partners, (ERA) Entrepreneurs Roundtable Accelerator, Sp… | match | match | match | match | AI agents automatically screen and resolve AML/KYC alerts across onboarding, transaction screening, and pKYC by reviewin… | engineer-heavy (7 eng / 4 ops-reviewer of 11 classified) | no - hits=[] roles= | domain expert: CEO and co-founder Peter Piatetsky previously worked as a compliance/sanctions policy advisor at the U.S.… | |||||
| 15 | Navix | Hopkins | Agent audits freight invoices and settles billing exceptions for brokers/3PLs | Freight Audit | 22 | Series A | $10.9M | Tommy Barnes, Rob Estes | match | match | match | match | Agent audits freight invoices and settles billing exceptions for brokers/3PLs. Non-regulated commercial judgment domain … | engineer-heavy (6 eng / 2 ops-reviewer of 8 classified) | no - hits=[] roles=Account Manager; Business Analyst; Developer Team Lead; Full Stack Software Developer; Sales Director… | domain/operator founder: Eric Krueger - Chief Executive Officer & Co-Founder @ Navix; Jason Mansur - Growth | Scale | Op… | |||||
| 16 | OpenEnvoy | San Mateo | Autonomous AP agent captures invoices and audits payment accuracy | Invoice/ap Audit | 58 | Series A | $21.5M | Hack VC, Tnt Ventures, Uncorrelated Ventures, Adapt Ventures, Riot Ventures, Gokul Rajaram, Coelius Capital, Naval Ravik… | match | match | match | match | Autonomous AP agent captures invoices and audits payment accuracy. Non-regulated commercial judgment domain (invoice/AP … | engineer-heavy (16 eng / 10 ops-reviewer of 26 classified) | no - hits=[] roles=Demand Gen Manager - Digital; Digital Marketing Strategist; Marketing Operations Manager; SDE I & II;… | domain/operator founder: Matthew Tillman - OpenEnvoy (Visa, Riot, RRE), Applied AI for Finance. Gartner Cool Vendor. Inv… | |||||
| 17 | Provus Inc | Saratoga | AI quoting agent that scopes and prices professional-services deals | Quoting/cpq | 35 | Series A | $13.2M | Norwest, Antenna Ventures, Storm Ventures, Firebolt Ventures, Accel | match | match | match | match | AI quoting agent that scopes and prices professional-services deals. Non-regulated commercial judgment domain (quoting/C… | engineer-heavy (24 eng / 0 ops-reviewer of 24 classified) | no - hits=[] roles=Product Manager | domain/operator founder: Stawan Kadepurkar - Co-Founder & Chief Executive Officer at Provus Inc | |||||
| 18 | Aerchain | Bengaluru | Modular AI agents run sourcing, purchasing and supplier workflows | Procurement/sourcing | 109 | Series A | $16M | Season Two Ventures, JioGenNext, Core91 Fund, Pavestone Capital, IndiaMART InterMESH | match | match | match | match | Modular AI agents run sourcing, purchasing and supplier workflows. Non-regulated commercial judgment domain (procurement… | balanced (8 eng / 7 ops-reviewer of 15 classified) | no - hits=[] roles=Account Director; Account Executive; Business Analyst; Client Success Partner; Customer Experience Sp… | ex-ML/technical founder: Harsha Kadimisetty - Chief Architect of Aerchain's Autonomous Procurement Revolution; Himavanth… | |||||
| 19 | Handle.com | San Francisco | Automates construction credit decisions, lien rights and collections for material suppliers | Credit & Collections | 96 | Series B | $46.6M | Suffolk Technologies, Burleson + Company, William Hockey, Elefund, RXR Realty, L2 Ventures, Amex Ventures, GFC, Global F… | match | match | match | match | Automates construction credit decisions, lien rights and collections for material suppliers. Non-regulated commercial ju… | balanced (13 eng / 11 ops-reviewer of 24 classified) | no - hits=[] roles=ABM Campaigns Manager; Director of Customer Success; Enterprise Account Executive; Payment Operations… | ex-ML/technical founder: Chris Woodard - Co-Founder & CMO at Handle.com; Patrick Hogan - CEO at Handle.com; Blake Robert… | |||||
| 20 | Circuit | Austin | Vertical AI agents for manufacturing operations and quality workflows | Manufacturing Quality | 56 | Series A | $35M | Niccolo de Masi, Tyson Tuttle, Craig Robins, Gary Rieschel, Lew Cirne, Gary Petersen, Charlie Amato, Walton Family Found… | match | match | match | match | Vertical AI agents for manufacturing operations and quality workflows. Non-regulated commercial judgment domain (manufac… | engineer-heavy (17 eng / 3 ops-reviewer of 20 classified) | no - hits=[] roles=Account Executive; GTM Engineer; GTM Lead; Growth Manager; Principal Frontend Engineer (Remote); Sale… | domain/operator founder: Tyson Tuttle - Founder and CEO, Circuit; Matt Weiss - Co-Founder and CFO at Circuit; Andrew Pet… | |||||
| 21 | Roadrunner | San Francisco | AI-native quote-to-cash agent that structures and prices complex deals | Quoting/pricing | 26 | Series A | $27.2M | Founders Fund, Kleiner Perkins | match | match | match | match | AI-native quote-to-cash agent that structures and prices complex deals. Non-regulated commercial judgment domain (quotin… | engineer-heavy (13 eng / 1 ops-reviewer of 14 classified) | no - hits=[] roles=Account Executive; Finance Manager; Founding Product Marketer; Implementation Program Manager; Produc… | domain/operator founder: Joubin Mirzadegan - Partner at Kleiner Perkins, CEO of Roadrunner; Ajay Natarajan - Co-founder … | |||||
| 22 | remberg | Munich | AI agent supports industrial asset service, ticketing and equipment diagnosis | Field Service / Equipment | 83 | Series A | $31.6M | Christian Dahlen, Leblon Capital, Speedinvest, Acton Capital, Earlybird Venture Capital, Oxx, Robin Dechant, another.vc,… | match | match | match | match | AI agent supports industrial asset service, ticketing and equipment diagnosis. Non-regulated commercial judgment domain … | engineer-heavy (11 eng / 5 ops-reviewer of 16 classified) | no - hits=[] roles=(Senior) Account Executive (W/M/D) - German Speaking; (Senior) Account Manager (f/m/d); (Senior) Busi… | domain/operator founder: David Hahn - CEO at remberg | Forbes 30 under 30 | Industrial AI; Cecil Wöbker - Co-Founder at … | |||||
| 23 | Parallel | Paris | AI agents handle healthcare administrative workflows to reduce manual admin burden | Healthcare Claims | 22 | Series A | $23.5M | Index Ventures, Frst, Hexa, Kima Ventures, Région Ile-de-France, Félix Blossier, Bpifrance, Y Combinator, Quentin de Met… | match | match | match | match | AI agents handle healthcare administrative workflows to reduce manual admin burden. Team 22 at series_a; agent accuracy … | balanced (4 eng / 3 ops-reviewer of 7 classified) | yes - hits=['ai engineer', 'ai/ml'] roles=AI Engineer, Founding AI Engineer; Account Executive; Marketing Manager; Opera… | ex-ML/research engineer: Paul Lafforgue was a Data Scientist at Meta and Chris Rydahl was an Investor at Bravi (YC F25);… | |||||
| 24 | Sixfold | New York | AI agents automate insurance underwriting decisions, risk assessment, and submission review for P&C and life & health in… | Insurance | 78 | Series B | $51.5M | Salesforce Ventures, Guidewire Software, Crystal Venture Partners, Lloyd's Lab, Bessemer Venture Partners, Scale Venture… | match | match | match | match | AI agents automate insurance underwriting decisions, risk assessment, and submission review for P&C and life & health in… | engineer-heavy (29 eng / 9 ops-reviewer of 38 classified) | yes - hits=['ai engineer', 'fde', 'forward deployed'] roles=Forward Deployed Engineer; Lead Product Designer; Principal … | domain expert: Team is insurance-industry commercial background rather than technical/ML: Tim F. from CyberCube (cyber i… | |||||
| 25 | Fathom | San Francisco | AI automatically codes medical charts for billing, including facility, professional, and E/M coding across health system… | Healthcare Coding | 68 | Series B | $60.9M | Lightspeed Venture Partners, MBX Capital, Cedars-Sinai Accelerator, ApolloMD, Winklevoss Capital, Inflect Health, Alkeon… | match | match | match | match | AI automatically codes medical charts for billing, including facility, professional, and E/M coding across health system… | engineer-heavy (28 eng / 8 ops-reviewer of 36 classified) | yes - hits=['ai engineer'] roles=Data Lead; Deal Desk Associate; Digital Customer Success Manager; Engineering Manager, … | domain expert: Andrew Lockhart and Christopher Bockman both previously co-founded TinyRx, a healthcare/pharmacy startup,… | |||||
| 26 | Mercanis | Berlin | Autonomous AI agents automate sourcing, supplier relationship management, and contract management for procurement teams. | Procurement | 78 | Series A | $29.9M | DI Technology, Lee Galbraith, Partech, Capmont Technology, Speedinvest, AVP, Angel Invest, Plug and Play, Victor Jacobss… | match | match | match | match | Autonomous AI agents automate sourcing, supplier relationship management, and contract management for procurement teams.… | engineer-heavy (29 eng / 15 ops-reviewer of 44 classified) | no - 81 open roles, none AI/ML/eval/FDE: Customer Enablement Specialist; Strategy & Operations Associate (m/f/d); Mercan… | other/business background: Both founders built their careers in corporate finance/operations and startup management (Hei… | |||||
| 27 | LightSource | San Francisco | An AI agent automates RFQ creation and supplier collaboration to reduce direct materials procurement costs. | Procurement | 64 | Series A | $33M | Lightspeed Venture Partners, Pareto Holdings, Edward Lando, J2 Ventures, Bain Capital Ventures, Pillar VC | match | match | match | match | An AI agent automates RFQ creation and supplier collaboration to reduce direct materials procurement costs. Team 64 at s… | engineer-heavy (24 eng / 5 ops-reviewer of 29 classified) | no - 3 open roles, none AI/ML/eval/FDE: Marketing Generalist; Senior Product Marketing Manager; Growth & Demand Generati… | other/business background: CEO Spencer Penn's background is in business/product roles (Tesla Business Ops & Finance, Way… | |||||
| 28 | DocJuris | Houston | AI agent that screens, redlines, negotiates, and analyzes contracts end-to-end and ships the finalized file with an audi… | Contracts | 25 | Series A | $11.2M | Surface Ventures, Prototype Capital, Crossbeam Venture Partners, Buena Vista Capital, Seed Round Capital, Watertower Ven… | match | match | match | match | AI agent that screens, redlines, negotiates, and analyzes contracts end-to-end and ships the finalized file with an audi… | engineer-heavy (7 eng / 3 ops-reviewer of 10 classified) | no - 5 open roles, none AI/ML/eval/FDE: Commercial Contracts Counsel | Legal Engineering; Power Automate Engineer; Growt… | other/business background: Available search data only identifies co-founders Henal and Brian without describing any prio… | |||||
| 29 | Hyperbots Inc. | Dover | AI agents automate finance operations including invoice processing, payments, tax, accruals, and procurement. | AP Invoice | 73 | Series A | $9.5M | JSW Ventures, Amazon Web Services, SunICON Ventures, Kalaari Capital, Athera Venture Partners, Darashaw, Arkam Ventures | match | match | match | match | AI agents automate finance operations including invoice processing, payments, tax, accruals, and procurement. Team 73 at… | engineer-heavy (22 eng / 14 ops-reviewer of 36 classified) | no - 4 open roles, none AI/ML/eval/FDE: DevOps Engineer; Senior Software Development Engineer - Test; Finance Conference… | other/business background: Rajeev Pathak's prior roles were as CEO of an EdTech startup (funtoot) and General Manager/Gr… | |||||
| 30 | DeepIP | Brooklyn | AI-assisted drafting and management of patent applications to help patent attorneys produce high-quality patents faster. | IP Prosecution | 77 | Series B | $40M | Korelya Capital, Headline, Resonance, Balderton Capital, Serena | match | match | match | match | AI-assisted drafting and management of patent applications to help patent attorneys produce high-quality patents faster.… | engineer-heavy (18 eng / 6 ops-reviewer of 24 classified) | no - 19 open roles, none AI/ML/eval/FDE: Enterprise Account Executive - US; Founding Account Executive - DACH; Business … | other/business background: CTO Edouard's background is in data science/statistical learning roles (Head of Data & AI Lab… | |||||
| 31 | Anterior | New York City Metropolitan Area | Anterior's AI performs clinical review actions such as prior authorization for health plans, automating admin workflows … | Health Plan Prior Authorization / Clinical Utilization Review | 56 | Series B | $63.2M | Omid Ashtari, Four Acres Capital, Neo, Kinnevik, Anamcara Capital, Mandeep Singh, Darian Shirazi, Nebular, New Enterpris… | match | match | match | match | Anterior's AI performs clinical review actions such as prior authorization for health plans, automating admin workflows … | engineer-heavy (14 eng / 5 ops-reviewer of 19 classified) | no - hits=[] roles= | mixed: Co-founder Abdel Mahmoud is a physician (MD) providing deep healthcare domain expertise for the prior-authorizati… | |||||
| 32 | Ascertain | New York | Ascertain automates prior authorizations, referrals, eligibility checks, and care coordination end-to-end across a healt… | Healthcare Prior Authorization / Utilization Management | 62 | Series A | $17.4M | Northwell Holdings, Deerfield Management, Aegis Ventures, Northwell Health | match | match | match | match | Ascertain automates prior authorizations, referrals, eligibility checks, and care coordination end-to-end across a healt… | engineer-heavy (21 eng / 7 ops-reviewer of 28 classified) | no - hits=[] roles= | mixed: CEO Mark Michalski is a trained radiologist (clinical domain expert) who also has extensive tech-industry experie… |
