How it works
Explore, test, build, ship. In that order.
Each step earns the next. If the numbers don't justify building anything, we tell you and you've lost fifteen minutes.
- 01 / Explore
Free 15‑minute AI cost review
Tell us which AI tools you use, roughly what they cost and what you most want fixed: cost, speed, security or reliability. You get first recommendations on the call.
Free - 02 / Test
Paid technical audit
We baseline cost, quality and latency on representative, permission-approved data, then test caching, routing and smaller models against it. You get the evidence, the risks and the full running cost.
Fixed scope, quoted after the review - 03 / Build
Proof of concept or production build
Fine-tune a small model on your workload, add a router in front of your frontier API, or automate a manual workflow with a human approval step. Only where the audit says it pays.
Only if the audit supports it - 04 / Ship
Deploy, monitor, improve
Run it in your own cloud or on a dedicated managed endpoint, with drift alerts, a monthly cost-and-savings report and model upgrades as better open weights are released.
Optional ongoing care
The router
A small model handles the routine. Three checks catch the rest.
A gateway sits between your app and your models. Easy, familiar requests are answered locally. Anything long, unusual, low-confidence or malformed is sent on to your existing frontier model before your user ever sees it.
*Illustrative, assuming a local request costs about a tenth of a frontier one before hosting. The audit replaces every assumption here with your measured numbers.
Gate 1: pre-flight
Very long prompts, or ones that look unlike anything in your training data, skip straight to the frontier model so no GPU time is wasted.
Gate 2: confidence
The opening tokens are checked for calibrated confidence before anything streams to the user. Low confidence means a silent hand-off.
Gate 3: schema
JSON, SQL and tool calls are validated against your schema. Anything invalid is retried on the frontier model automatically.
Find out what your AI bill should be.
Fifteen minutes, three questions, no system access. If there's nothing worth shifting, we'll tell you that too.