Forward-deployed engineers.For industrial operators.
We turn the data you already have into one model of how your company runs — and the software that runs on it.
How it works
We gather your data, then model your whole company.
It starts with a series of analyses, assessments, and — where it helps — on-site workshops, to pull in your data and the streams that feed it. The assessment runs on our own tool, wheredoiuseai.com.
From that we build an ontology and a knowledge graph — one queryable model of how your company actually operates.
Your systems
- ERP
- CRM
- Service
- Ecommerce
- Inventory
- Spreadsheets
- Product data
Everything in one place
Pulled from every system you run, left exactly as it was.
Made to agree
The same names, dates, and part numbers everywhere.
One record per real thing
“Acme Mfg” across five systems resolves to a single customer.
The Hub
An ontology and knowledge graph — one queryable model of how your whole company operates.
Ask it anything
Once your company is a graph, a question that used to mean a day of cross-referencing spreadsheets becomes one query:
“Which quotes went out under our floor margin last quarter, who signed off on each, and which of those deals we won?”
You get a concrete answer — and it runs the same across ten thousand records as across ten.
Who did what, under which constraint, in what window. At scale.
What we specialize in
We build the foundation. Then we leave you an engineer.
The foundation is the hard part, and it is the part we do best — the data, the model, and the queryable layer everything else stands on. Once it exists, tools are the easy part.
We can build the first ones with you, then embed a forward-deployed engineer who builds whatever comes next, right alongside your team. Every tool bolted on is one more thing the model can do.
Start with an assessment, bring on a fractional engineer, or hand us one thing to automate — three ways to work with us.
Selected engagement
“It feels like a cheat code. We had no idea we could have tools like this built this fast — now we can’t imagine running without them.”
Owner, HUB MFG
Precision manufacturing · client since 2025
We embedded in week one with a site visit and ops shadowing. The quoting system was in production by week two, the rebuilt site and automated vendor pricing by week four.
- 3D quoting system2 weeks
- Website redesign1 week
- Automated deal pricing1 week
- Ongoing maintenanceweekly
And on a separate engagement with another mid-market operator: $500K+ in annualized labor savings in the first three months.
Tell us what’s eating your team’s week.
Everything we build is running in production today. We’ll walk you through any of it.