Our Services / AI Development

Production-grade AI, built with care — the agents, models, and ML systems that turn strategy into product.

AI is too consequential to be shipped on vibes alone.

We build AI like we build the rest of our product work: carefully, with users in the room, with evaluation criteria written before the first model call.

0%

of production AI systems fail without proper observability and retraining in place

0%

of AI cost can be cut with smart eval, routing, and caching from day one

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of our AI builds ship with an evaluation harness, not just a demo

01Our approach

Every AI system we ship starts with a clear definition of how we'll know it's working. That's the discipline that separates a demo from a product.

It means we can move fast in build without losing the thread on quality — and you have a confident answer when leadership asks whether to trust the output.

02Our perspective

The model isn't the system. The system is the prompts, the retrieval, the routing, the monitoring, the retraining, and the humans in the loop where it matters.

We design for all of it on day one — so the AI you ship stays reliable, affordable, and defensible months after launch.

Selected work

AI builds in the wild

“They shipped us an agent that survived contact with real customers — and the eval harness to prove it. We've been compounding on it ever since.”

— Director of Engineering, Fintech

Get started

Ready to ship the system?

We'll scope a discovery in 24 hours and get back to you with a clear next step.

Start a build

Or email us directly at hello@oaktheory.co

FAQ

Frequently asked questions