
What You Should Know
– Medable has announced its TMF Agent, a first-of-its-kind agentic AI tool designed to automate the labor-intensive Trial Master File (TMF) process at JPM 2026. It automates 95% of manual document workflows, ingesting and classifying files for Veeva Vault and OpenText.
– By reducing the administrative burden that consumes 33% of a CRA’s time, Medable enables “one-day study starts” while maintaining human-in-the-loop (HITL) compliance and audit traceability.
The “Clerical Debt” Crisis in Clinical Research
Despite the digital transition to eTMFs, internal data suggests that 95% of clinical documents are still processed manually. This creates a “clerical debt” that leads to systemic inconsistencies, backlogs, and high-stress “pre-inspection fire drills”.
The TMF Agent is built on Medable’s Agent Studio, which allows for the creation of system-agnostic AI agents that work across existing ecosystems like Veeva Vault, Wingspan, and OpenText.
Technical Architecture: The Agentic Workflow
Unlike standard automation, Medable’s agentic architecture is designed to handle “unstructured” friction.
- Autonomous Ingestion: Agents monitor shared inboxes and drives to pull documents the moment they are finalized.
- Intelligent Triage: AI classifies files according to the TMF Reference Model and extracts metadata without human prompts.
- Human-in-the-Loop: Critically, the system includes validation checkpoints to ensure audit traceability and GCP (Good Clinical Practice) compliance.
While Medable claims their agents “remove friction,” the real test will be interoperability. If the TMF Agent can seamlessly push data into a competitor’s eTMF without a “proprietary wall,” it will be a major win for biopharma sponsors.

