An independent verification layer that checks every order against ground truth—address, SKU, quantity, pricing—and surfaces discrepancies for human review before anything ships.

Runs live across thousands of orders

OSM — Operational State Models

AI that resists hallucination

A verification substrate that grounds AI in compiled operational state, challenges unverified premises, and blocks action on assumptions—so AI stays reliable on real business data.

Same model, measurably safer (see below)

MES / Floor App

Office to floor, in real time

A manufacturing-execution surface that gives floor operators live work orders and approval gates, connecting production decisions to the systems that drive them.

Live on the production floor

RICCI — Comms Intelligence

Smart business communications

An AI comms agent that reads, classifies, and drafts customer communications at scale—accelerating responses while keeping a human in the decision loop.

80,000+ emails read, 16,000+ drafts in shadow

OSM A/B test: the same Claude model, with vs without OSM, across four operational scenarios. OSM enforces refusing to guess, challenging unverified premises, and blocking action on unverified data.

OSM A/B test (May 2026): same Claude Sonnet 4.6, same operational questions, with vs without the OSM Anchor.

Ready to Write Your Success Story?

Schedule a discovery call to identify your highest-impact first module and see how modular implementation can transform your operations.