Primewayz redesigned a fragmented industrial-record workflow into a governed, evidence-led operating model where AI can find, reconcile, validate and explain records while statistical officers retain authority over corrections, acceptance and official outputs.
The implementation was shaped around the work employees were already doing, not around a generic AI feature list.
We modelled how establishment masters, annual returns, classification references, validation exceptions, correction registers, historical series and publication tables interact across statistical roles.
The agent orchestrates bounded retrieval, identity resolution, deterministic checks and evidence assembly. Source systems remain authoritative and protected actions stay approval-gated.
A coherent synthetic environment and 1,200-request evaluation corpus exercise anomalies, duplicate identities, historical versions, ambiguous requests, trend analysis and access-control boundaries.
Each case uses the same DES-Prime record model, governance rules and evidence chain rather than isolated demonstration data.
The discrepancy becomes an auditable correction, not an AI guess
Open caseTwo legitimate establishments remain separate
Open caseThe officer receives a reproducible explanation rather than an unsupported narrative
Open caseThe agent compresses record search, reconciliation and evidence preparation. Statistical authority does not move to the model: corrections, acceptance and official release remain controlled human decisions.
Establishment, period, geography, classification and user authority.
Masters, returns, versions, validation history and approved metadata.
Deterministic checks, comparisons, exclusions and source-linked findings.
Clarify, retain, correct, accept, reject or escalate with recorded rationale.
Approved state change, analysis or publication workflow with full audit trace.
All figures are generated from the same controlled DES-Prime benchmark model. They demonstrate a proof of action, not a claim about a named government department.
The case publishes benchmark artifacts that connect process claims to data, execution traces and evaluation results.
Versioned reference model covering 24 districts, 18,640 establishments, five reporting years, classifications, submissions, corrections and audit states.
Open evidence artifactEnd-to-end operating model from establishment/frame and return receipt through validation, correction, scrutiny, aggregation and controlled dissemination.
Open evidence artifactVersioned evaluation corpus covering retrieval, identity ambiguity, anomalies, trend analysis and protected-action tests.
Open evidence artifactPrimewayz industrial statistical intelligence
