Engineering partner for regulated industries

AI built inside your business. Shipped, not pitched.

We place senior AI engineers inside fintech, iGaming, and healthcare operators. Production systems in weeks, not quarters. Milestone pricing means our fees ride on your outcome.

Book a discovery call See how we work

Embedded team

Fintech client, US. 3 engineers, week 3 of 12.

In production

Content moderation. EU streaming operator.

Compliance-first

Data residency, audit logging, GDPR aligned.

Three surfaces, one studio.

We operate three ways into the same engine. Each one feeds the next.

01 / SERVICES

Forward-deployed

Innovation, embedded.

We place senior AI engineers inside your business. Discovery to deployment in weeks, not quarters. Milestone pricing, skin in the game.

How we work

02 / VENTURES

First venture live

Products born from the work.

Every engagement teaches us where the real pain sits. We build the products that fix it. First out of the studio: OneHazel.

See the ventures

03 / VENTURE STUDIO

Rolling intake

Equity, not cohorts.

For founders building in regulated AI. We take a stake in a small number of ventures a year and back them with an embedded engineering team plus hands-on direction.

Join the studio

First venture out of the studio

OneHazel compresses months of integration work into days.

One API. Hundreds of specialist AI vendors. Built for iGaming, fintech, and healthcare operators who can't compromise on compliance.

Visit onehazel.com How it was built

TIME TO INTEGRATION

~10 mins vs 3 to 6 months

Measured against standard vendor integration cycles in regulated industries.

KYC Vendor

AML Engine

Risk Scoring

Fraud AI

Content Mod

Identity

OneHazel

We get paid to solve hard problems. Then we turn the solution into a product.

Most AI firms sell hours. We use every engagement to build something that lasts.

01 / DEPLOY

Work inside your business, not alongside it.

Our AI engineers embed directly with client teams in fintech, iGaming, digital media, and software testing — solving live problems, not scoping theoretical ones.

02 / LEARN

Spot the problems that keep coming back.

Regulated industries have specific, recurring headaches — compliance trails, data residency, vendor integration hell. We document every one.

03 / BUILD

When a pattern repeats, we build the fix once.

If we've solved the same problem across three different companies, we productise it. That's exactly how OneHazel was born — and the next one is already forming.

Let's build something that matters.

Whether you need AI built inside your business, or you're a founder looking for a home for your next venture.

Book a call Read case studies