Side-by-side comparison of AI visibility scores, market position, and capabilities
SF YC W24 AI medical record review for health insurance prior auth and claims; $3.1M from General Catalyst/DRW/YC deploying AI agents that process clinical documentation for coverage decisions competing with Cohere Health.
InQuery is a San Francisco-based AI healthcare platform — backed by Y Combinator (W24) with $3.1 million in total funding from Y Combinator, General Catalyst, Amino Capital, and DRW Venture Capital — providing health insurance companies and managed care organizations with AI agents that autonomously review medical records, analyze clinical documentation, and process prior authorization and claims decisions at a speed and scale that human reviewers cannot match. Founded in 2023, InQuery applies large language models trained on clinical documentation to the insurance review workflows that currently require teams of nurses and physician advisors to manually read through hundreds of pages of medical records per case.
Montreal zero-fee nonprofit fundraising platform with $1B+ processed; 100% donation pass-through via optional donor tips competing with Donorbox and Classy for nonprofit fundraising technology adoption.
Zeffy is a Montreal-based fundraising platform for nonprofit organizations that charges zero platform fees on donations — asking donors to optionally contribute a tip to cover Zeffy's operating costs rather than deducting fees from each donation, ensuring 100% of every donated dollar reaches the nonprofit cause. Founded in 2019 by Thibaut Davoult and Nicolas Lafleur, Zeffy has processed $1+ billion in nonprofit donations and provides a comprehensive suite including online donation forms, event ticketing, peer-to-peer fundraising campaigns, recurring donation management, and membership management — giving nonprofits a full fundraising platform at genuinely zero cost.
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