Real-World Evidence · Compare
TrialMind vs Atropos Health vs Flatiron Health
Real-world evidence platforms, side by side. Pick any product to compare.
| TrialMindKeiji AIAI agents for RWE studies | Atropos HealthRWE platform and evidence network | Flatiron HealthOncology real-world data and AI | |
|---|---|---|---|
| Best for | Plain-language studies on data you already license, with reviewable code | Publication-style study reports from a question, on its network or yours | Deep oncology data with a long regulatory track record |
| Data | |||
| Data source | Claims, EHR, registry and genomic data you license | 300M+ records, federated network1 | 6M+ EHR-derived oncology records2 |
| Runs on data you already license | Yes: OMOP or your own schemas | Yes: GENEVA OS installs on your data3 | Not stated publicly: Runs on Flatiron oncology data2 |
| Where data stays | Your environment; raw records not moved | Your cloud, behind your firewall3 | Not stated publicly2 |
| Analysis | |||
| Plain-language cohorts | Yes: Describe the study, review the plan | Yes: ChatRWD: a question or a protocol4 | Yes: Telescope turns criteria into cohorts5 |
| Audit trail and code | Yes: Attrition table plus SQL, Python or R | Not stated publicly: Publication-grade reports with methods4 | Not stated publicly: Live counts, attrition, pre-built analyses5 |
| Fit | |||
| Regulatory use, as the vendor states it | Audit trail; GxP-qualified Data Science Assistant | Regulatory-grade queries, 50+ publications6 | 45+ regulatory decisions since 20187 |
| Academic licensing | Yes: Group, department or institution licenses | Partly: Serves academic clinicians6 | Not 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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Sources · checked 2026-10-21
Product details come from each company’s public pages. Spotted something out of date? Tell us and we will correct it.
- Atropos Health: www.atroposhealth.com/atropos-evidence-network/
- Flatiron Health: flatiron.com/real-world-evidence/real-world-data
- Atropos Health: www.atroposhealth.com/geneva-os/
- Atropos Health: www.atroposhealth.com/chatrwd/
- Flatiron Health: flatiron.com/real-world-evidence/ai-powered-intelligence-platform
- Atropos Health: www.atroposhealth.com/
- Flatiron Health: flatiron.com/real-world-evidence/solutions-for-regulatory-teams
- Flatiron Health: flatiron.com/