Services
Industrial AI consulting, from OT reality
For manufacturing plants, water and utility operators, system integrators, OEMs, and machine builders. We find where AI pays in your operation, build the systems on your own data, and integrate them into how you already work.
What We Do
Three services, one thread
Map where AI pays, build the systems, automate the repetitive engineering work. Each stands on its own; together they cover the path from question to running system.
AI opportunity mapping
An engineer-led assessment of your workflows, operations, and business side: where AI actually pays, where it doesn't, and in what order to do it. The deliverable is an honest, prioritized map. Every item carries the effort-and-impact reasoning behind it, and it ships as a working document, not a slide deck of possibilities.
- Engineering workflow review: documentation, submittals, reporting, handovers
- Operations review: alarm handling, shift reports, maintenance records
- Business-side review: quotes, proposals, and project documentation
- A “not worth it” list of the ideas we'd skip, with the reasoning
Custom AI systems, built and integrated
Document-grounded assistants and agent workflows built on your own data and wired into the tools you already run. They deploy on-premise when the data can't leave the building. The plant knowledge assistant is the flagship: a plant's documentation and tribal knowledge turned into a queryable system that cites its sources.
See the flagship build- Document-grounded Q&A over engineering docs, where every answer cites its source
- Agent workflows wired into your existing tools and file stores
- On-premise, air-gap-friendly deployment where data can't leave the site
- Honest refusal behavior: when the documents are silent, it says so
Engineering workflow automation
We automate the repetitive, document-heavy engineering work that eats hours on every OT project. It's built for the reality of exports, submittals, handover packages, and standards, the way OT work actually looks.
- PLC documentation generated from TIA Portal and L5X exports
- Submittal and report processing: extract, check, compile
- Project handover packages assembled from scattered project files
- Standards-conformance checks against your own specifications
Who This Is For
Built for the OT side of the fence
Keep the knowledge that keeps the line running, and cut the downtime that waits on one person's memory.
Decades of documentation and a shrinking bench of people who can navigate it. We make both queryable.
Differentiate bids with AI-backed offerings and automate the engineering documentation that eats your margin.
Ship machines with smarter documentation and support that doesn't depend on your best engineer answering the phone.
How It Starts
The shape of an engagement
Four steps, bounded scope, and you decide at the end of each one.
Discovery call
Thirty minutes on your operation, your workflows, and whether AI has a real job to do here. We skip the slide deck and talk about the actual work.
Scoped assessment or pilot
Either an opportunity map of your workflows, or a bounded pilot build on one workflow or one document set.
Build & integrate
We build the system, wire it into your existing tools, and deploy it where your data lives, on-premise when it has to be.
You decide
You judge the results against real work, then scale it, adjust it, or stop. There's no long contract riding on the answer.
Next Step
Start with a conversation, not a proposal
Thirty minutes on where AI could pay in your operation, and where it wouldn't. You leave knowing whether this is worth pursuing.