Clinical trials collect data from more sources than ever — EDC systems, eCOA patient devices, lab information systems, imaging platforms, wearables, and electronic Trial Master Files. The vendor landscape is dominated by proprietary ecosystems that don't integrate well with each other. Manual data reconciliation increases trial cost and introduces errors.
Connect Your Trial StackRunning a modern trial means stitching together a fragmented vendor ecosystem under some of the strictest regulatory requirements in any industry.
Major platforms — Medidata Rave, Veeva Vault, Oracle Clinical — lock data into proprietary ecosystems. Running a best-of-breed stack means building custom integrations between every pair of systems: EDC to CTMS, CTMS to safety, safety to regulatory.
FDA 21 CFR Part 11, GxP validation, ICH-GCP guidelines, and EU Clinical Trials Regulation impose strict requirements on data integrity, audit trails, and electronic records. Generic automation tools cannot meet these standards.
Decentralized trials add wearables, remote monitoring, and telemedicine data streams that must flow into trial databases with full traceability. Each new data source is another integration to build and validate.
AI-powered integration infrastructure purpose-built for the complexity of clinical trial data ecosystems.
Point our AI agent swarm at any clinical trial vendor's API documentation. Seven specialized agents analyze endpoints, detect auth, generate OpenAPI specs, map to a canonical trial data model, and produce validated connectors — automatically.
One API call handles translation between your EDC, CTMS, safety database, and lab systems. Auth application, schema translation, circuit breaking, rate limiting — all managed. Your platform talks to OneHazel; we talk to every vendor in your trial stack.
Subjects, visits, adverse events, lab results, imaging data — normalized into a unified schema regardless of source system. Replace a vendor without rebuilding your data pipelines.
Trigger automated actions when a lab result arrives, an adverse event is reported, or a site enrollment milestone is reached. Chain operations across EDC, CTMS, and safety systems — no custom integration code.
AI-generated connectors for the systems that power clinical trials, from data capture to regulatory submission.
Replace fragile point-to-point integrations with a unified, AI-powered integration layer.
Custom integrations between each pair of trial systems
Dedicated data management team for manual reconciliation
Vendor switches require full re-validation
Months to onboard new data sources
AI generates connectors from vendor API docs in minutes
One unified API replaces point-to-point integrations
Swap vendors by changing a connector — reduce re-validation scope
New data sources connected through the marketplace
AI-generated connectors for EDC, CTMS, safety, labs, and regulatory systems. One unified API for your entire trial data ecosystem.
The Vertical iPaaS for Data Intelligence.