I mint you a small model tuned to one job you do a lot — proven cheaper and sharper than the frontier model you rent per token, running on your own hardware, with a signed receipt. If the receipt doesn't say it beats your baseline, you don't pay.
You're sending a repetitive task — triage, classification, extraction, routing — to a giant frontier model, over and over. Three things follow:
Every call bills again. A task you run a million times a month is a bill that never stops and only grows.
Every request goes to someone else's servers. For legal, health, finance and internal work, that's the whole problem.
The model's a black box you rent. No measurement, no receipt, no way to show it beats a cheaper option.
I run a mutation-gated factory that mints owned models and proves them. For your task, it's four steps:
One repetitive thing you feed an LLM today — and a handful of example inputs and correct answers. That's all I need to start.
A small base model, specialized to your task, baked into a model file you keep. No subscription, no lock-in — it's a file you own.
Your minted model is measured against its baseline on a held-out test set, deterministically. You get a signed receipt: beats baseline by X%, this much cheaper, this much faster.
On your own metal. Data never leaves. It borrows a bigger model only as a rare, budgeted fallback — never as the default.
The measurement isn't my opinion — it's a deterministic gate that can, and does, return LOSES. I can only make that promise because the proof is objective. Nobody renting you a black box can.
The whole factory is built, public, and mutation-gated. Every claim on it is checkable in your browser right now. Six pieces:
Start free. You only pay once you've seen a receipt that proves it's worth it.
One repetitive thing you feed an LLM. I'll mint you a proof node, free, and send you the receipt. If it's good, we talk. If it isn't, you've lost nothing and I've said so plainly.