AI integration
AI that reaches production and earns its cost — not a pilot that impresses the room and ships to nobody.
The hard part of an AI project is almost never the model. It's everything around it: evaluation, cost ceilings, failure handling, data access, and knowing which parts of the business it should be touching at all.
So we start from the operation rather than the technology. If the honest answer is that AI won't help here, that's the answer you get — before you've spent the budget finding out.
— What's covered
The work itself.
Where AI actually pays
A short, honest assessment of your workflows: what's worth automating, what isn't, and what the numbers look like either way.
Production systems, not demos
Retrieval, tool use, and agent workflows built with evaluation, guardrails, fallbacks, and cost ceilings in from the start rather than bolted on after.
Data and integration
Connecting AI to the systems where the work actually lives, with access controls and retention policies that survive a security review.
Measurement and cost control
Instrumentation that tells you what it's doing, what it's costing per request, and whether it's getting better or quietly worse.
— Fit
Whether this is for you.
This is probably a fit if
- You have a manual process — support, review, research, data entry — consuming real hours every week.
- You've run a pilot that impressed everyone in the room and shipped to no one outside it.
- You want AI features in your product and need someone who's built them under real traffic and real cost pressure.
- You need to know what's genuinely possible before committing budget to it.
It's probably not if
- You want AI in the product because investors keep asking about it. We'll say so, politely.
- You want a model trained from scratch. That's a research lab, not us.
— How it works
What an engagement looks like.
Assessment first
A short, fixed-scope engagement to map the opportunity and kill the bad ideas cheaply. You get a written recommendation whether or not you go on to build with us.
Build the narrowest useful thing
One workflow, shipped to real users, measured against what it replaced. Breadth comes after it works, not before.
Hand over the operating manual
Prompts, evals, and cost dashboards documented and in your hands, so your team can change things without calling us first.
— FAQ
AI Integration, answered.
Tell us what you're building.
A few sentences is enough. We read every message ourselves, reply to every serious inquiry within two business days, and we'll be straight with you about whether we're the right fit.
Get in touch