// Kesslernity · Free

The Licence-Plate Test

A ten-minute attribution self-test for one AI system. If it caused harm tomorrow, could you say which layer did?

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Why this exists

A typical enterprise AI deployment is a stack of five or six layers, each owned by a different party, each able to change behaviour without telling the layer above. When something breaks, the logs sit in different systems on different clocks with no joinable timeline. You have a great deal of evidence and no account of what happened.

That ability to reconstruct who-changed-what is not recovered after an incident. It is a design property, installed before or absent forever. This free one-pager is the sharpest instrument from the book Critical Density: a 12-question test you run against one system in about ten minutes, scored the way an auditor scores anything, by asking for the record, not the intention.

$ licence-plate-test --system "your-criticality-4-system"
  item 1  base model + version pinned ...... 0  vendor serves "latest"
  item 4  vendor change vs our change ....... 0  not joinable
  item 9  clocks + ids join across parties .. 0  three clocks disagree
  ... 12 items, scored 0-2 each ............. ? / 24
BAND: red <12  /  amber 12-18  /  green 19+
GATE: no criticality-4 system goes live on a RED

What you get

The 12-question Licence-Plate Test as a ready-to-print PDF and editable Markdown, with the 0/1/2 scoring, the Red/Amber/Green bands, the deployment gate rule, and the reconstruction drill that tells you the truth about whether you can attribute anything. Free, no catch.

Where it leads

This is one of twelve sections of the full Attribution-Readiness Checklist. The complete 25-item instrument, the traceability architecture spec, and four more board-ready artifacts (the Density Register, the RACI-for-AI, the Audit Question Bank, the Governance-Cadence Control Spec) are the toolkit in Critical Density: Governing Enterprise AI Before the Threshold Is Crossed ($59) →

Get the free test →

Guidance, not a safety control. It does not authorize, approve, or sign off on anything. AI prepares; humans decide.

store.kesslernity.com · kesslernity.com · 2026