Patterns we've earned, not downloaded.
Everything here has been shaped by production — the reusable architectures, harnesses and connectors we bring to every engagement, so your build starts from proven ground instead of a blank page.
What we bring on day one
The five-agent extraction pattern
Orchestrator, classifier, extractor, validator, reviewer — a document-intelligence architecture where each agent has one job, and a deterministic assembly core owns every figure. Proven live on complex commercial documents.
Evaluation & invariant framework
Ground-truth scoring at record and document level, plus an invariant layer that blocks bad output before persistence — duplicated totals, unreconciled sums, values that models invented.
MCP & business-system bridges
Model Context Protocol connectors that let agents work safely inside real business systems — finance, calendars, mail, documents — with scoped permissions and audit trails.
Canonical-data grounding
Retrieval built over conformed enterprise models rather than raw source chaos — so agents answer from one agreed truth. This is where the studio stands on Datuza's data-platform depth.
These are patterns, not products — they arrive with the engagement and leave with your team trained on them. That's the point.