Two years of many POCs, few production deployments. 2026 budgets get harsher: assistants without owners, without stop rules, without audit trails should leave the demo list. POC to production is not a bigger model—it is engineering and governance: roles, tool whitelist, sensitive data routing, knowledge versions, metric acceptance. Owned capabilities can be small and steady; ownerless POCs can be large and empty.
Production-grade means business will let it touch document drafts—and knows how to shut it off.
Production Checklist
Owner role and backup; cross-border data rules; tool call scope; human confirmation points; log retention; knowledge updates with policy; kill switch. Missing any one—it is still validation. Validation can continue—do not use production accounts and production data.
- POC uses desensitized samples; production uses permission-scoped data.
- Acceptance measures reduced repetitive work or shorter node time—not conversation rounds.
- Models can swap—owners and audit cannot.
Capabilities Belong in a Business Catalog
Catalog AI like a formal process: applicable scenes, forbidden scenes, version. The XYN digital intelligence system makes suggestions approvable nodes—easing migration from validation to production. Real 2026 AI progress is a catalog with a few capabilities running daily—not another concept launch.
Score existing POCs against the seven-item checklist. Fail—add governance or stop. Stopping is also a production-grade decision.
