Keiji AI LogoKeiji AI

Real-World Evidence · Compare

TrialMind vs Flatiron Health vs IQVIA Analytics Research Accelerator

Real-world evidence platforms, side by side. Pick any product to compare.

TrialMind vs Flatiron Health vs IQVIA Analytics Research Accelerator: real-world evidence platforms compared, from each company’s public pages, checked 2026-10-21
TrialMindKeiji AIAI agents for RWE studiesFlatiron HealthOncology real-world data and AIIQVIAReal-world data platform
Best forPlain-language studies on data you already license, with reviewable codeDeep oncology data with a long regulatory track recordBuying or landscaping data across many countries
Data
Data sourceClaims, EHR, registry and genomic data you license6M+ EHR-derived oncology records13,700+ IQVIA data assets, 100+ countries2
Runs on data you already licenseYes: OMOP or your own schemasNot stated publicly: Runs on Flatiron oncology data1Yes: Onboard your own sources2
Where data staysYour environment; raw records not movedNot stated publicly1Snowflake, AWS S3 or safe rooms2
Analysis
Plain-language cohortsYes: Describe the study, review the planYes: Telescope turns criteria into cohorts3Partly: AI cohort builder suggests concepts2
Audit trail and codeYes: Attrition table plus SQL, Python or RNot stated publicly: Live counts, attrition, pre-built analyses3Not stated publicly: Analytic-ready, patient-level datasets2
Fit
Regulatory use, as the vendor states itAudit trail; GxP-qualified Data Science Assistant45+ regulatory decisions since 20184Not stated publicly2
Academic licensingYes: Group, department or institution licensesNot stated publicly: Life sciences, oncology practices, health systems5Not stated publicly2

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

See TrialMind on your own question

A 30-minute walkthrough on a study like yours, with sources and code you can check.