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Use cases
Use cases
Concrete ways teams use GovAI today in this repository, with pointers to implementation paths.
CI/CD promotion gate#
Scenario: Block production deploy unless governance evidence is complete.
Flow: Pipeline emits events → GET /compliance-summary → fail job if not VALID.
Tools: ../github-action.md, ../cli-reference.md, govai check.
Model risk and release management#
Scenario: Require evaluation artifacts and human approval before promote.
Flow: evaluation_completed + human_approval events → policy checks → export bundle for model risk committee.
Tools: Python SDK, ../model-risk/README.md (assurance narratives and manifests).
EU AI Act technical evidence assembly#
Scenario: Map lifecycle artefacts to obligation themes for internal conformity work.
Flow: Regulatory manifests + export scripts; not a legal conformity decision.
Tools: ../regulatory/README.md, ../conformity/README.md.
Hosted operator console#
Scenario: Central team views compliance posture, billing, tenant snapshot APIs.
Flow: Dashboard session auth + AIGOV_AUDIT_URL + dashboard routes.
Tools: ../tenant-console/overview.md, ../customer-onboarding-10min.md.
Runtime governance hooks#
Scenario: Block or attest at inference time when policy requires runtime evidence.
Flow: Runtime SDK patterns emit evidence; audit service evaluates.
Tools: ../runtime/overview.md.
Multi-agent and delegated autonomy#
Scenario: Document delegation boundaries and coordination for agent systems.
Flow: Machine-readable governance manifests + validation scripts.
Tools: ../autonomous/README.md, ../agent-governance/README.md.
Research and reproducibility#
Scenario: Publish benchmark methodology and reproducible evaluation artefacts.
Tools: ../research/README.md.
Open source adoption#
Scenario: Vendor or internal platform embeds portable core only.
Flow: Self-host Rust service; ignore enterprise /api/*.
Tools: ../quickstart-5min.md, ../../OPEN_SOURCE_SCOPE.md.