Technical architecture
A governed intelligence layer around authoritative industrial systems
DES-Prime keeps statistical truth in controlled systems. The AI layer resolves intent and orchestrates purpose-specific tools; deterministic services validate records and calculations before evidence reaches the officer.
Authorised DES-Prime user
Statistical workspace
Identity + RBAC
Agent orchestrator
Governed tool gateway
Industrial systems
Validation + lineage
Officer decision
| Layer | Reference implementation responsibility |
|---|---|
| Experience | Natural-language investigation, exception queue, evidence view, working tables and approval hand-off. |
| Identity & policy | User role, district/division scope, dataset/tool permissions and protected-action gates. |
| Agent orchestration | Intent, entity and period resolution; tool planning; evidence-aware response assembly. |
| Industrial tool gateway | Typed read/compare/validate/prepare/action contracts with independent authorisation. |
| Authoritative data | Establishment master, annual returns, classification/geography masters, validation history, correction register and approved aggregates. |
| Deterministic validation | Completeness, range, historical variance, relationship checks, compatible aggregation and reproducible calculations. |
| Audit & observability | Request, source version, tool execution, validation result, approval and action correlation. |
Architecture rule: the language model can decide which authorised tool to request; it cannot manufacture statistical authority or bypass the tool gateway.
Primewayz industrial statistical intelligence