Production software for AI-native and regulated industries

For teams who cannot afford
to ship a demo.

You shipped fast. Now it is in customers' hands and the cracks are showing. RAG hallucinating, agents looping, costs spiking, latency unpredictable. We are the senior team that audits what you have built and ships the production layer so the demo becomes a system you can scale.

Built for AI-native startups, fintech, and healthcare.

We do not take on projects where failure is acceptable.

Take the 3-minute quiz See what we have shipped

Team from

Y CombinatorAnthropicAmazonGoogleAgodaToptal

Organisations our team members have previously worked at, not a client list.

Both co-founders are Y Combinator alumni.

10+

Years shipping production systems in regulated industries.

Engagements where the client kept depending on us afterward.

Start here

Three audits. One question each.

Every founder we talk to is asking one of three questions. The fastest way to start with us is the audit that matches yours.

$5,000. 2 weeks.

AI Opportunity Audit

For companies new to AI.

Where AI fits, what is safe given your data, what realistic ROI looks like. Roadmap of three highest-value integrations.

See what's included →$5,000. 2 weeks.

AI Code Audit

For products built with AI coding tools.

You shipped on Cursor, Claude Code, Lovable, v0. Two senior engineers do the review AI tools cannot do themselves.

See what's included →$6,000. 2 weeks.

AI Production Readiness

For AI features live in production.

Architecture, evals, costs, reliability. Exactly what to fix and in what order. Audit fee credits to engagements.

See what's included →

Not sure which fits? Take the 3-minute quiz

Free diagnostic

Not sure what you actually need?

Up to twelve questions. About three minutes. Personalized score, top risks, and the audit recommended for where you are with AI today.

No email required to see your result.

Take the quiz

Centenum Labs

Research that informs the work we ship.

Most teams can call an API. Few build the orchestration, routing, and execution architecture underneath it. Centenum Labs is where we invest in the patterns our client work draws on six to twelve months later.

In Development↗