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TrialMind vs Atropos Health vs Flatiron Health

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TrialMind vs Atropos Health vs Flatiron Health: real-world evidence platforms compared, from each company’s public pages, checked 2026-10-21
TrialMindKeiji AIAI agents for RWE studiesAtropos HealthRWE platform and evidence networkFlatiron HealthOncology real-world data and AI
Best forPlain-language studies on data you already license, with reviewable codePublication-style study reports from a question, on its network or yoursDeep oncology data with a long regulatory track record
Data
Data sourceClaims, EHR, registry and genomic data you license300M+ records, federated network16M+ EHR-derived oncology records2
Runs on data you already licenseYes: OMOP or your own schemasYes: GENEVA OS installs on your data3Not stated publicly: Runs on Flatiron oncology data2
Where data staysYour environment; raw records not movedYour cloud, behind your firewall3Not stated publicly2
Analysis
Plain-language cohortsYes: Describe the study, review the planYes: ChatRWD: a question or a protocol4Yes: Telescope turns criteria into cohorts5
Audit trail and codeYes: Attrition table plus SQL, Python or RNot stated publicly: Publication-grade reports with methods4Not stated publicly: Live counts, attrition, pre-built analyses5
Fit
Regulatory use, as the vendor states itAudit trail; GxP-qualified Data Science AssistantRegulatory-grade queries, 50+ publications645+ regulatory decisions since 20187
Academic licensingYes: Group, department or institution licensesPartly: Serves academic clinicians6Not stated publicly: Life sciences, oncology practices, health systems8

From each company’s public pages, checked 2026-10-21. A dash means the company does not say.

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