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A county records archive: rows of bound ledgers under skylights, one lamp lit
Professional & occupational licensing · public preview

A licence is rarely in one state. Software that stores one status per licence is the reason your board keeps a side spreadsheet.

Every licensing system can store “Active”. The trouble starts on the Tuesday a licence is Valid and On Probation and Delinquent on fees all at once, each condition with its own dates, each set by a different unit. There are 0 licences in the working record behind this page right now.
What the working system does
  • Many simultaneous standings per licence — Valid, On Probation, Suspended, On Soft Hold, Delinquent — each an independent dated period. No status column, so no fight over which one wins.
  • History that cannot be overwritten. Changing a standing opens a new period and closes the old one. The board can always answer what was true on a given date, which is what a hearing actually asks.
  • The citizen lookup and the licensee's own portal read the same rows as the examiner's screen. A suspension is public the second it is entered — no nightly export, no stale public site.
  • One identity across sovereigns. A facility's state licence and its federal registration hang on the same identity rather than on two unrelated numbers somebody reconciles by hand.
  • The licence type vocabulary is data, not code — your board renames or adds a licence class without a release.

The console itself is behind a sign-in — and here is why, plainly

The examiner's console shows named licensees with disciplinary standings against them. We keep that behind a sign-in for the licensees' sake, not for ours. The public verification page — the part a resident is entitled to — needs no account and is linked above.
Sign in for the working record →✉ Ask for a walk-through
● Where this is early — said out loud
These are demonstration licence records for a fictional board, not a live regulator's file. Fee processing, hearings scheduling and the federal registration side are designed but not built. The Challenge Demo — the one where you take a genuinely hard licensing case's results to your own AI — is on the marketing plan and has not been built yet.
Counts and pages on this site are generated from the working records at the moment you load them — this one at 2026-09-14 03:16 UTC.
How we sell it
How we sell it. Engagement Squared is offered to government as a commercial item — commercial computer software under FAR Part 12, on our standard commercial license terms. We do not sell it as custom development, and we do not grant Government Purpose or Unlimited Rights in the software, its schema or its technical data. Development was funded at private expense.
And, second: where AI fits
Everything above is ordinary, traditional software doing ordinary government work: registers, permits, standings, dates, queues, public lookups. None of it needs AI, and none of it stops working when the AI is switched off. Where AI is offered it is optional, it is bring-your-own-key, and it never writes to a record without a person approving the change. For the record: no AI invented this data model — Alex Glaros did, at a drafting table, over years.