For AI startups
Built for AI startups.
AI startups do not need to be told AI is powerful. They need features that are cheap, traceable, and honest about uncertainty. That is exactly how we build.
The model does the smallest possible job
The most common AI feature we are hired to fix is one where the model does too much: searching, computing, deciding things a query or a function should own. We narrow the model’s job to the bounded judgment it is genuinely good at, which makes the feature cheaper, faster, and easier to trust.
Cost as a hard requirement
For an AI startup, per-call cost is a unit-economics line, not a detail. We treat a cost ceiling as a hard requirement of the sprint. In our ApplyAI sprint the target was under three cents per match, including retries, and we shipped at 2.4.
Relevant work
Sprints worth reading.
FAQ
AI startups, common questions.
Often substantially. A cost pass moves work out of the model, tightens prompts, and picks the right model per task.
Sound like your situation?
Send a one-page brief. A fixed price and a ship date back by morning.