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 SCALEEverything 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 teamPunch AI scopes it with you live — in voice or text — then hands off to the engineer who’d actually build it. Start talking now.


Real engineers behind PunchReplies in minutes · 24/7Talk to Punch AI