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Work

Written for the person who will ask how.

How the products on this site were actually built — the decisions, the constraints, and the things that turned out to be hard for reasons nobody predicted. Most of these are our own products, which is the only reason they can be this specific.

Service
Sector

3 case studies

Our own product · Platform and cloud

A GPU transcription service that costs nothing when nobody is talking, and rejects unauthorised requests before a container starts

We built our own streaming and batch speech-to-text service to sit alongside a managed provider — partly for cost at volume, partly for the workloads that cannot leave our infrastructure. The design problem was idle GPU cost, and the answer was to have no idle GPUs.

Python · WhisperLiveKit · WhisperX · Modal · RunPod · Docker · NVIDIA T4

Our own product · AI in production

Live transcription with speaker attribution, running on our own infrastructure and our own pager

Mavio transcribes meetings in real time across desktop, mobile and a browser extension. The hard parts were never the model — they were system audio capture on two operating systems, speaker attribution over a noisy channel, and retention rules that differ per artefact.

TypeScript · Python / FastAPI · Electron · Expo · Supabase Postgres · Deepgram Nova-2 · AWS ECS Fargate · Terraform