AI audits and custom builds for operators
We find where AI moves
your revenue.
Then we build it.
Most companies get AI advice as a slide deck, or AI software as another subscription. We audit where AI actually moves your revenue and margin, then our engineers build it into your business.
Trusted to build by 11 companies across energy, finance, solar, real estate, consumer, and sport
Why now
AI just crossed from interesting to genuinely useful.
For years AI was a great demo and a poor employee. That changed. The question is no longer whether to adopt AI, it is where to point it first so it shows up in revenue and margin. That is hard to see from the inside. It takes someone who has watched where AI actually pays off across a lot of businesses, and who can tell a real opportunity from a shiny one. That is the work we do.
AI agents recently got reliable enough to do real work, not demos. The threshold for production use has been crossed.
We come in, build software around your data and your edge, and hand it over. No seat licenses, no lock-in.
Your code, your data, your IP, forever. We keep it running for a flat monthly fee. That is the whole model.
Client work
Real engagements. Real outcomes.
A few of the businesses we have audited, built for, and trained, and the results the work is producing.
Hardware + software · ~100 people
From scattered AI experiments to one prioritized roadmap
We ran a full AI Opportunity Audit: interviews with the entire executive team and every VP, workflow mapping, and a tech-and-data review. We surfaced their highest-value AI opportunities, ranked by revenue and margin, and we are now implementing the top priorities.
Field sales operation
A new CRM built for the age of AI
Their 15-year-old CRM had no real API, so data could not flow in or out and AI was a non-starter. We rebuilt it from the ground up, tailored to their vertical, with AI working directly inside the system.
Construction & design services · high-compliance
Hundreds of pages of code, turned into clean requirements
Building codes, fire codes, and design requirements meant manually reading hundreds of pages per project. We built an ingestion pipeline that reads the documents, collapses them into structured requirements, and an AI tagging layer that classifies each one by project stage and by role.
Engagements anonymized by industry. Figures are approximate and reflect both completed and in-progress work.
Free, two minutes
Not sure where AI fits yet? Take the AI Readiness Assessment.
Score your business across five dimensions and get a prioritized set of next steps. No call required.
The audit
Start with a free call. Go as deep as you need.
Every engagement begins the same way: a free 30-minute call. From there you choose how thorough an audit you want. Each tier includes everything in the one below it.
AI Opportunity Audit
Humans in the room. The prioritized roadmap.
Common questions
Before you book.
Who owns what you build?
You do. The code, the data, the IP, 100% and forever. We charge a flat monthly fee to keep it running, and you can walk away with everything at any time.
What happens on the free call?
A working session, not a pitch. We ask how your business makes money, then name two or three places AI can move revenue or cut cost, and follow up in writing.
What does it cost?
The first call is free. Audits run $999 to $10,000 depending on depth. Builds are scoped and priced during the audit, so you approve every number before work starts.
How fast do we see something working?
Audits take days to a few weeks depending on tier. Builds typically ship in 6 to 12 weeks, with working software in your hands along the way.

