Foundation · Public sector programme · NDA
Public data chatbot with an audit trail first
A national statistics agency cannot publish answers nobody can trace. Fluency without an audit story is a liability, not a launch.
Lead outcome
Hours → sec
query response we had to beat
Focus
What I owned
I insisted the audit and explainability path ship before conversational polish — four census cycles of source data, zero appetite for untraceable answers.
Narrative
Under NDA for a national statistics context. The model work was necessary. The programme work was making explainability a gate, not a footnote.
My seat: sequencing audit trail, source citation, and stakeholder sign-off so a public-sector buyer could defend every answer.
Same pattern I run elsewhere — absorption and accountability before demo polish.
Audit story before fluency
If you cannot show why an answer exists, it does not ship — regardless of latency.
Public trust is the definition of done
Seconds matter only after traceability clears the gate.
Hours → sec
query response we had to beat
Gov-grade
traceability bar I held
4 cycles
census source depth in scope
Next step
Want the confidential layer — names, constraints, steering artefacts? That conversation stays over email.
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