The Owned-AI studio
A fixed-price two-week pilot, judged on one honest number you agree up front. If it doesn't move, you don't pay — and you keep the code, the weights, and the evals. No dead demos, no rented endpoints, no theater.
The state of the industry
Dead demos. Chatbots bolted on the side. Endpoints you rent forever. "Accuracy" with no baseline. Most "AI transformation" is theater billed as progress. Here are six kinds — and the tell that gives each one away.
A GPT wrapper stapled to the corner of your page. Tell: it can't touch your real data or workflow.
Flawless on the sales call, never seen in production. Tell: no live metric, no user count, no incident history.
You pay per call forever and own nothing. Tell: no weights, no code, no exit path in the contract.
"98% accurate" with no baseline. Tell: no sample size, no comparison group, no confidence interval.
A rebrand with the word "AI" and zero shipped behavior change. Tell: the roadmap is slides, not commits.
A model in production with no test suite. Tell: nobody can say if last week's change made it better or worse.
See all seven, plus the Slop Sniff-Test you can run on any vendor
Why most AI projects stall
Not because the tech can't work — because nobody agreed what "working" meant. A vendor sells a deck, runs a flashy proof of concept, and hands you something that never reaches production. Six months later you're still paying, still dependent, no closer to owning it. We built DPR Labs to be the opposite: small scope, one agreed number, fast, and yours to keep.
30-second self-check
Most "AI didn't work" stories are really "nobody agreed what working meant" stories. Answer four questions about your own workflow — you'll know in thirty seconds whether you have an AI problem or a scoping problem.
Answer honestly — there are no wrong answers, only useful ones.
The guarantee
We're a small studio early in our story. The guarantee is how we make hiring us safe: the risk sits with us, not you. One workflow, one number agreed in writing before we start, a working system at the end that you own.
The Owned-AI Method
Six steps that turn "AI" from theater into a moved number. Every engagement runs the same order — and ends at Proof you can re-check.
Agree the one honest metric up front — the number the whole job is judged on.
Measure today's real performance on your real data, so improvement is provable.
Embed the model into your actual workflow and data — no bolt-on bot.
A test harness grades every change against ground truth before users see it.
Full ownership transfers: code, weights, evals, deploy. Zero lock-in.
Report with baseline, sample size, and honest caveats. The number stands on its own.
How a pilot works
We find the task eating the most time, build a working AI system in two weeks, measure it honestly, and hand it over. You own everything we ship.
We sit with your team and pick the one repetitive workflow that costs the most hours. One target, not a platform.
We build a real, working agentic AI system against the number we agreed — not a prototype, not a mock — inside your own systems.
We report the number against a real baseline, with sample size and caveats in plain sight. If it didn't move, we say so.
Code, weights, and docs go to your team. No license to renew, no seat to rent, no dependency on us.
The offer
One workflow. One number we agree on before we start. A working system at the end that you own — not a slide deck.
Why a guarantee? We're a small studio early in our story. The guarantee is how we make that safe for you — the risk sits with us, not you.
Pilot scorecard
Honest proof
We only publish what we can stand behind. Below is a sanitized pilot, labelled as an illustration — not a promise about your workflow.
Before
per manual handoff
After
automated handoff
Sample
handoffs measured
Case study · anonymized
A 40-person logistics ops team was drowning in freight exceptions — ~1,200 a week, ~38 minutes each. We agreed one number before writing code, then built a classifier and retrieval agent inside their ticketing system. They own all of it.
Why we show the caveat: this reflects one team's ticket mix over two weeks; peak-season volume needs eval-guided retraining — which is exactly why they own the eval suite. Slop hides its limits. We label them.
What we offer
Two things we're built for — a working AI system inside your business, and a warm path to the capital that scales it. Senior-built, measured, priced up front, and yours to keep.
A production system doing a real job inside your own tools — planned, built, and hardened by a senior team, measured by one honest number, and handed over so your team owns it. Not a demo, not a chatbot bolted on the side. It starts with a fixed-price two-week pilot, from $8k.
For the founders we build with, we make warm, relevant introductions to investors who fit your stage and sector — from a real network, not a spray-and-pray list. We won't promise a raise; we will make the introduction we'd stand behind on both sides.
Need more than a pilot? The same senior team takes you from idea to a launched product on your stack — owned by you, with the same one-number discipline wherever a number makes sense.
No account managers, no offshore hand-off, no black box. A small senior studio that prices the work up front, says no to work it can't win, and leaves you owning everything it builds.
What we stand on
Measured, owned, and senior — or it isn't AI, it's theater you rent forever.
Your fears, answered
Yes — that's the whole point. A pilot ends with a working system running against a real number, not a demo. If it can't reach production, we say so before you pay.
No. You get the code, the weights, and the docs. No license to renew, no seat to rent. You can walk away with everything the day the pilot ends.
We work inside your boundaries — your cloud, your keys where possible. We don't train shared models on your data, and we agree the handling rules in writing up front.
Our aim is to hand off and leave. We document the system so your team can run and extend it. We're happy to help later — but by choice, never by lock-in.
About
DPR Labs is a senior AI studio. We've run a handful of pilots so far and we'd rather show real work than borrowed logos. We publish how we measure, and you own what we build.
Field notes
Start a conversation
Agentic AI that ships, measured by one honest number. One business day to a real answer — no sales script, no obligation.
Prefer email? hello@dprlabs.io