About Fork Labs

AI-NATIVE, FOUR LAYERS DEEP

Not four vendors stitched together - one team that covers the whole loop.

Most studios specialize in a layer and outsource the rest. We built Fork Labs the other way: the same engineers who scrape and structure your data are the ones who design the API, provision the cloud it runs on, and build the AI layer that acts on top of all of it.

That's not a philosophy slide. It means one Slack thread instead of four, one person accountable for the whole system, and zero time lost re-explaining context at a handoff that shouldn't exist in the first place.

THE FOUR LAYERS, UP CLOSE

What each discipline actually covers.

The product people actually touch

FastAPI and Django backends, REST APIs, and the frontend on top of them - designed and built by the same team, so the API shape and the UI never fight each other.

Where every project actually starts

Scraping, structuring, deduplicating - raw sources turned into a schema your systems can query. Most engagements begin here, because nothing downstream works without it - and nothing AI does is better than the data under it.

Deployed on infrastructure you own

Docker, any of the major clouds, infra sized for where the product is now - not over-built for traffic it may never see. You keep the keys; we don't lock you into our stack.

The core every other layer is built for

LLM integration, RAG over your own data, agents that act on structured records - planned at Discover, with web, data and cloud shaped around them.

HOW WE OPERATE

What working with us actually looks like.

You own everything

Code, infra credentials, data - all of it lives in accounts you control from day one. Nothing is held back behind our tooling.

Scoped before it's built

Every engagement gets a written scope and estimate before work starts. If it moves, you hear about it in writing before we bill for it.

No vendor lock-in

Any cloud you run, standard frameworks, no proprietary black box. If you ever want to move the work in-house, there's nothing exotic to untangle.

We build with AI, too

AI speeds up our own work - code, tests, data QA - and every line is still reviewed by a person. You pay for outcomes, not slow hours.

New studio, said plainly

We're not pretending to be a 50-person agency with a decade of case studies. What we sell instead: direct access to the people doing the work, and a technical approach we'll walk you through line by line.