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Citera

Citera is a trust layer for AI-generated clinical regulatory documents.

Core trick

Span-verifies each quote against the source document and loops fixes through a verifier until each consent form meets its regulatory requirements.

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Description

Citera is a trust layer for AI-generated clinical regulatory documents. Large language models can write documents that sound compliant, but in clinical research that can get a study suspended. Citera checks each requirement and proves, with evidence, whether a consent form really meets the regulation. Every quote is span-verified against the source document, so nothing is made up. It also has a Verification Loop: when a fix is proposed, Citera verifies it and repeats until the document is "Submission Ready", with a full audit trail. This matters because it lets reviewers trust AI instead of just believing it.
huseindra/citera★ 00 forksPythonMITCreated Jul 8, 2026 · last push Jul 13, 2026

README excerpt

# Citera

Clinical Regulatory Intelligence Infrastructure that verifies
AI-generated regulatory documents using evidence-backed reasoning.

> **Claude proposes. Citera verifies.**

Large language models will happily write compliant-*sounding* clinical
documents. In regulated clinical research, compliant-sounding gets
studies suspended. Citera is the trust layer: a Verification Engine that
proves — with span-verified evidence and a replayable audit trail —
whether a document satisfies each regulatory requirement, and verifies
proposed fixes until the submission is ready.

All demo corpora in this repository are fully synthetic — no real
clinical data anywhere.

## Features

- **Playground** — interactive reviewer workspace; public sandbox, no
  signup, sample studies included
- **Verification Loop** — failing requirements become Submission Ready
  through verified iteration
- **Claude MCP** — the Verification Loop inside Claude Desktop and
  Claude Code
- **REST API** — the canonical interface for applications and workflows
- **Evidence-backed Findings** — every quote round-trips byte-for-byte
  against the source document; unverifiable claims are rejected, never
  shown
- **Rulesets** — regulations as pluggable, versioned packs: FDA (US),
  HSA (Singapore), BPOM (Indonesia, Bahasa Indonesia), TGA (Australia)

## Architecture

```
Claude / Playground / Applications
        ↓
   MCP  ·  Web  ·  SDK
        ↓
     REST /v1 (canonical)
        ↓
  Verification Engine
  retrieve →

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