Core Architecture

A secure, developer-first hub for clinical operations.

Leverage robust local sandboxes, high-fidelity schema parsers, and automated ledger generation. Engine-optimized for speed and clinical reliability.

Data Lifecycle

Operational pipeline flow.

1. Structured Ingest

Ingest CSV files. The platform automatically infers data types, detects schemas, and counts total records.

2. Drift Alignment

Reconcile structural shifts, parse cohort variables, and execute statistical metric aggregations.

3. Secure Sandbox

Generate local-first operations ledger. Render real-time conversions, funnel metrics, and interactive trends.

Ingest
Reconcile
Secure Ledger
System Status

Parsing structured csv variables... Zero schema mismatch.

Infrastructure specs

Optimized for operational compliance.

Local-First Sandbox

Your uploaded clinical trial data is stored and parsed entirely inside local storage mechanisms. Zero external servers are contacted without explicit authorization, keeping trial structures 100% private.

Schema Auto-Inference

Our platform leverages intelligent datatype inference. It dynamically scans CSV arrays, identifies keys like age, gender, segments, and cohorts, and normalizes them for streamlined metric mapping.

Developer APIs & CLI

Integrate OpenTrials directly into external bioinformatics queues. Access secure JSON structures, trigger CSV webhooks, and automate metric audits.

Cohort Drift Reconciliation

Automatically map drift when adding or modifying participants. Our analytical pipeline ensures that baseline conversions remain mathematically consistent.

Technical Ledger

Platform Integrity Guidelines

SpecificationVerificationStatus
Data Privacy SandboxLocal-first index matching standard guidelinesActive
Maximum Ingest LimitUp to 50,000 participant rows per datasetVerified
Statistical ProcessingO(1) aggregations for cohort analysisOptimized
Cross-Origin ProtocolsPrivate beta developer integration parametersOperational

Ready to deploy clinical trials models?

Launch the live OpenTrials platform instantly and upload clinical operational data. Your information stays protected in our secure sandbox.