Services
Five ways
and one of them costs $2,500 to try.
Everything here is the same discipline applied to a different surface: keep the model where it is genuinely good, keep it out of the judgement, and make every output able to explain itself.
If you are not sure which applies, the audit is the cheapest way to find out — and sometimes the answer is that you do not need us.
All services
AI reliability audit
Fixed scope, fixed price. We read your existing AI feature and write down what will break, why, and what fixing it costs. Most engagements start here.
AI extraction pipelines
Documents, video, audio and scraped web into typed, auditable records — with confidence on every field, a review queue below the line, and provenance back to the pixel.
RAG and retrieval
Retrieval with a golden set, recall measured separately from generation, and a regression gate in CI — so a prompt change that makes it worse fails the build.
Agentic workflows
Agents that read, draft and route unsupervised, and stop for a person before anything irreversible. Idempotent side effects, real retry safety, enforced cost ceilings.
Fractional AI engineering
You sold the AI feature; we build it under your brand. Contractually, we do not sell the surrounding work and do not approach your client.