Medeloop

Medeloop addresses a slow part of health research: getting from a clinical question to an analysis that holds up. It keeps a human in the loop at every stage, so researchers can see and edit the protocol, cohorts and statistical methods before any query runs, which matters a great deal in a field where methods are scrutinized.

• Plain-language questions grounded against clinical concepts in the data
• Feasibility checks on cohort size, coverage and statistical power up front
• Traceable outputs including cohorts, statistics, figures and a written narrative
• Preloaded claims data, which the company says covers hundreds of millions of patient records
• Federated execution so an organization's own data stays in its environment

Medeloop is best for health systems, life sciences teams and academic researchers who run comparative effectiveness, treatment pattern or prevalence studies. You can start free with a few research threads, and studies can then be bought one bundle at a time or through a subscription. A practical tip: use the free threads to test a question you already know the approximate answer to, so you can judge how the agent's cohort definitions and methods line up with your own approach.