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Document intelligence production path.

A responsible route from browser AI demo to governed document review assistant with traceability and human approval.

Maturity stages

Current demo
Browser-safe document examples, retrieval pattern, grounded response concept and review workflow narrative.
Pilot
Use approved document classes, configure secure storage, test retrieval quality and require reviewer sign-off.
Production
Access-controlled document repository, prompt and retrieval logs, source citations, monitoring and audit export.

Controls required

Security

Encrypted storage, role-based access, document retention rules and restricted downloads.

AI grounding

Source citations, retrieval confidence, refusal behavior and unsupported-answer handling.

Monitoring

Prompt logs, user feedback, retrieval quality checks and model/version change records.

Human review

Reviewer approval before external use, escalation categories and audit trail for generated outputs.

Roles and ownership

RoleResponsibility
Document ownerApproves document classes, sensitivity rules and retention policy.
AI/data engineerMaintains ingestion, retrieval, prompts, logs and monitoring.
ReviewerApproves outputs, checks source context and escalates sensitive findings.