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How organizations justify GovAI investment. Numbers are illustrative; use your incident, audit, and delay costs in procurement conversations.

Fail in CI

Block releases when evidence is missing — not in production review.

Hours → minutes

Reduce bespoke audit pack assembly per release.

No ledger lock-in

Self-host the audit contract; optional hosted acceleration.

VALID / INVALID / BLOCKED

One verdict language for engineering and GRC.

Cost of ungoverned AI release#

Risk	Typical impact
Audit finding	Remediation projects, delayed launches
Incident without traceability	Long forensic cycles, regulatory notification prep
Manual evidence assembly	Engineer + compliance hours per release
Failed promotion rollback	Idle environments, reputational cost

GovAI reduces repeatable evidence collection and enforces a single verdict before promotion.

Shift-left governance — Fail in CI when evidence is missing, not in production review.
Deterministic exports — Reduce bespoke audit pack builds per release.
Portable core — Avoid vendor lock-in for the ledger contract; optional hosted acceleration.
Operational clarity — VALID / INVALID / BLOCKED vocabulary across engineering and GRC.

Metric	Definition
Gate catch rate	Runs blocked or invalidated before deploy
Time to evidence pack	Minutes from run complete to export archived
Manual review hours	Compliance time per release (baseline vs pilot)
Mean time to explain	Time to answer “why was this promoted?”

Hosted analytics manifests (../product-analytics/README.md) support funnel and adoption instrumentation when enabled.

Approach	Pros	Cons
Custom logs + spreadsheets	Familiar	No hash chain, inconsistent CI enforcement
Generic GRC tool	Broad coverage	Weak ML lifecycle binding
GovAI core	Purpose-built verdict + export	Requires integration effort
GovAI hosted	Faster time-to-pilot	Operator dependency

Position GovAI as governance infrastructure, not model hosting:

Due diligence pack: ../buyer/README.md.