use-cases

Code Review Assistant for Government

How Government companies can govern code review assistant AI workflows with DPDP-compliant PII redaction, audit trails, and policy enforcement.

Why Government needs governed code review assistant

Government companies — government agencies and public sector organizations handling citizen data and sensitive records — face unique challenges when deploying code review assistant AI workflows. Code review AI may process source code containing hardcoded credentials, API keys, and internal system details.

For Government teams operating under Indian regulatory frameworks like the DPDP Act 2023, ungoverned AI creates compliance exposure that grows with every interaction.

The governance approach

Secret scanning before model submission, code-context isolation, and developer-aware redaction rules.

CrewCheck's LLM gateway applies these controls at the request boundary, ensuring that every code review assistant interaction in your government workflow is governed consistently. The integration requires changing one environment variable — no code changes to your existing code review assistant implementation.

Implementation for Government

Start by routing your code review assistant traffic through the CrewCheck gateway. The gateway automatically detects Indian PII (Aadhaar, PAN, UPI, mobile numbers), applies your configured policy packs, and logs every interaction to an immutable audit trail.

For government teams, we recommend starting with Shadow Mode to observe what the gateway would detect and block without disrupting production traffic. Once you've validated the detection accuracy and policy coverage, promote to enforcement mode.

The dashboard provides government-relevant metrics including PII detection rates, policy compliance scores, cost tracking per application, and exportable compliance reports suitable for DPDP reporting.

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