CollectiveGood Health

Collective clinical intelligence to power medical AI testing and validation

health AImedtechdigital health

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Founded2022

Employees2

LocationChapel Hill, NC

Business modelB2B

About

CollectiveGood is a UNC-affiliated digital health startup co-founded by faculty in medicine, health policy, and computer science. Our mission is to expand access to high-quality health advice by harnessing collective clinical intelligence: AI-powered simulations to accelerate clinical reasoning, peer consults and second opinions to scale expertise, and clinician-in-the-loop validation to de-risk clinical AI adoption. With a growing network of clinicians and global partners, CollectiveGood is positioned at the intersection of healthcare quality, workforce development, and AI safety. Visit: collectivegood.io

Product

Value proposition: A platform that leverages a network of hundreds of clinical experts to test, validate, and provide consensus assessments of AI medical outputs at scale.
Target customers: healthcare providers, researchers, AI developers in medical field

Founders

Sean Sylvia
Miles Underwood

Products

SAIF PlatformValidate Your AITrial your AI PerformanceConsensus Optimization

Key features

Network of clinical experts for AI testing and validationClinician panel incentivized by behavioral economicsReal-world expert assessments of AI outputs at scaleConsensus-based aggregation engine for case-level review and metricsAI-sample cases and clinician evaluation cases in a reviewed datasetCase routing to experts with matching profiles and verified performance

Technologies

AI testingvalidation platformexpert consensusperformance evaluation

News

Collective Health Collaborates with Google Cloud to Deliver Collective AI (CAI™), Reimagining the Healthcare Experience Through Enterprise-Scale AI - Collective Health · 2026-02-25T07:00:00.000Z
Collective Health Collaborates with Google Cloud to Launch New AI-Powered System - MedCity News · 2026-02-26T21:29:14.000Z
Report: Collective Health Business Breakdown & Founding Story · 2025-03-20T00:00:00.000Z
Solo Health Collective · 2025-10-28T00:00:00.000Z
Beyond the Hype: How We’re Rewiring Healthcare’s Foundation with AI - Collective Health · 2025-10-20T13:45:30.000Z
Collective Health Launches CAI Platform with Google Cloud to Streamline TPA Services · 2026-02-25T20:46:00.000Z

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Profile updated Jul 29, 2026. Sources: collectivegood.io, linkedin.com