Most industrial AI does not fail in the model. It fails in the system around the model — at the edge, across OT and IT, under real load, and without a clear owner. These are the situations we are built to resolve.
Every situation below maps to one of three engagements — a Production Readiness Review to decide, a Pilot-to-Production Program to build and deploy, or a Physical AI Operating Partner to operate and scale. If your situation is not listed, a fit call is the fastest way to find out whether we can help.
A pilot has to pass a production gate — and no one can say objectively whether it is ready.
The system works in the lab but degrades at the edge — latency, connectivity, sensors or hardware constraints break it in the field.
Ownership between IT, OT, engineering and operations is unclear, and the project stalls at the boundary.
The model is accurate, but the surrounding system is fragile — no resilience, no fallback, no graceful failure.
There are no acceptance criteria — what “good enough for production” means has never been defined.
There is no observability and no incident process — when the system misbehaves, no one knows until a person notices.
A vendor's architecture needs an independent review before you commit budget or sign off.
A multi-site rollout is planned on the strength of one pilot, without production evidence that it will hold.
Governance and accountability are incomplete across several AI initiatives, and no one owns the production bar.
Executives need an independent proceed, redesign or stop decision — not another vendor's opinion.
Review → build and deploy → operate and scale.
A two-week independent production decision — a prioritised blocker map, an architecture and operational-risk assessment, and a 90-day action plan.
Production Readiness ReviewA structured program that resolves the blockers the review found and prepares one system for a controlled production rollout.
Pilot-to-Production ProgramOngoing senior production, architecture and governance leadership for organisations running several AI initiatives.
Physical AI Operating Partner