No capability decks. Every service below is followed by the client work it shipped on — if we can't point to proof, we don't list it.
Detection, inspection, recognition — drone imagery to live camera feeds. Annotated on our own floor, trained on our own cluster, gated on honest evaluation before anything ships.
THE PROOF →Assistants and agents grounded in your data — with receipts. Retrieval, custom embeddings, and evaluation harnesses so the model answers from your truth, not its imagination.
THE PROOF →Systems that talk, listen, and score the conversation — our phone line included.
Zwilt Voice AI that interviews candidates and scores every conversation for the hiring team. ZWILT · SCREENINGTime-series models that find what the chart keeps to itself — our oldest discipline.
Numin 8 TB of market history mined for patterns that rhyme — in production since 2018. NUMIN · SINCE 2018Personalized video, avatars, and rendering that hold up at audience scale.
Netflix Generation and rendering pipelines built for one of the largest audiences on earth. NETFLIX · AT SCALERanking and matching engines that learn what each user wants — and beat cold-start.
The League Curated matching that made it a category leader — acquired by Match Group. THE LEAGUE · MATCH GROUPTool-using agents that take action and run multi-step work — not just answer.
Punch AI The live agent on this site — it scopes your build, shows our work, and books the call. PUNCH AI · LIVEHonest evaluation gates and drift monitoring — nothing ships on a demo.
RecoveryTrek Real-time inference, monitored live and gated on honest evaluation before it acts. RECOVERYTREK · MONITOREDCustom detectors, embeddings, and forecasts — trained on hardware we own.
Firmatek A custom YOLOv11 detector trained on 31,847 labeled images on our own cluster. FIRMATEK · CUSTOM-TRAINEDEverything that feeds the model: pipelines that turn messy history into training-ready truth, our own annotation floor, and our own training cluster — nobody else's meter running.
THE PROOF →Two hundred clients of product, design, and platform work — the engineering discipline every AI system above stands on. Still available when the project calls for it.
Start something. Fix something. Scale something.
Whichever door fits, an engineer reads your note — we'd love to work with you.
A new build — raw data to production software, with an honest go/no-go on the way.
Start the conversation 02 · SWITCHA demo that never shipped? We take over half-built AI — audit it, finish it, or call it honestly.
Get a second opinion 03 · SCALEAn embedded senior team shipping inside your org, month over month — knowledge that stays.
Meet your teamMost teams start with a fixed-fee Audit, then move into a build once the scope is clear. Every engagement is scoped to your project — you get the exact number on a quick call, and financing is available.
A short, fixed-fee engagement: we pressure-test the idea, map the architecture, and hand you a concrete build plan, timeline, and cost — yours to keep, whether or not you build with us.
The first working version in front of real users, fast — the smallest thing that proves the idea, built by the senior engineers who’d take it to production.
Harden it, scale it, and ship the real system — the data, the models, the product, and the design, end to end and built to last.
A senior Punch pod embedded with your team on a rolling basis — AI, software, and design capacity that flexes with the roadmap.
EVERY ENGAGEMENT SCOPED TO YOUR PROJECT · EXACT QUOTE ON THE CALL