For · governance teams
For governance teams
Lifecycle gates, status observations kept separate from vendor claims, source freshness checks, and Markdown evidence trails for risk, compliance, and governance reviewers. The platform never certifies a model — it surfaces the evidence your team owns the verdict on.
For governance teams
Build a defensible AI model review with sourced evidence
Lifecycle gates, status observations kept separate from vendor claims, source freshness checks, and Markdown evidence trails for risk, compliance, and governance reviewers. The platform never certifies a model — it surfaces the evidence your team owns the verdict on.
Matching workflow kit
The kit packages the recommended lessons, exercises, lab playbooks, prompt sets, and templates for this audience into a single ordered work document. Markdown export available at /api/kits/governance-review.
Matching outcome workflow
Each outcome routes this audience through the existing learn / apply / verify surfaces and ends with named Markdown artifacts — no recommendations, no rankings.
Example situation
Illustrative — not a recommendation.
An internal review board needs a defensible evidence trail for a model already in production. Citations are months old; lifecycle has shifted; the previous brief no longer matches what the catalogue records.
Start here
The governance path sequences lifecycle, status, benchmark limits, and source freshness — the four lessons that map directly onto the evidence reviewers care about.
Who this is for
- Risk, compliance, and governance reviewers preparing internal approval discussions.
- Operators auditing a provider's coverage and freshness before sign-off.
- Teams maintaining an internal AI inventory with documented data gaps.
Common problems we hear
- Stale provider docs cited as current.
- Unverified model metrics surfaced as evidence in review documents.
- Lifecycle deadlines missed because the deprecation page lives in a separate vendor surface.
- Benchmark scores over-claimed as model quality assertions.
- Audit trail gaps when an artifact moves between owners.
What you can do here
4 entry points
Each card opens the canonical surface the workflow routes through — no parallel UI.
Read the governance learning path →
Four lessons + three exercises + three audit workflows. Walks lifecycle, status, benchmark limits, and source freshness for a defensible review.
Open the evaluation guide →
Long-form guide on how playbooks, templates, and prompt sets fit together — and how to avoid overclaiming when summarising results.
Walk the governance review demo →
Pre-packaged route plan that surfaces lifecycle, sources, freshness, and the reverification queue.
Build the governance review brief →
Generate a paste-ready Markdown brief listing verified fields, data gaps, source trail, and freshness notes.
What you can produce here
- Source freshness checklist scoped to the reviewed provider.
- Lifecycle review note with retirement dates.
- Explicit data gap list for external follow-up.
- Governance review brief paired with the evidence above.
Every artifact is paste-ready Markdown, a deterministic catalogue URL, or a structured checklist — no generated scores, no model rankings.
Artifact walkthrough
Per-artifact instructions — open the route, capture the output, paste into the brief. Substitute your own values.
Source freshness checklist
Export the reverification checklist filtered to the provider under review.
Lifecycle review note
Open each model page and copy the lifecycle field + retirement date + source citation.
Data gap list
Walk /coverage for the provider and list every unverified field that needs external follow-up.
Governance review brief
Generate the brief from /briefs/build with the relevant candidates and use case, then attach the freshness checklist and data-gap list.
Suggested workflow
Step 1 · Learn
Governance learning path →Read the role path that frames the workflow with lessons + exercises.
Step 2 · Apply
Reverification queue →Open the workspace the path routes you through and capture your inputs as a URL.
Step 3 · Test
Evaluation guide →Run the playbook or template that matches the failure modes you need to surface.
Step 4 · Brief
Decision brief builder →Export a Markdown evidence brief that ships with your reviewer pack.
Step 5 · Verify
Reverification queue →Walk the citation + freshness trail before sign-off.
Want a worked example first? Walk the Governance review demo.
What this audience page does not promise
- Certify the model for any regulatory regime.
- Provide legal, risk, or compliance approval.
- Issue badges, credentials, or sign-offs.
- Replace the reviewer's organisation's own approval process.