Self-improving Models
Custom made for your product
Reward0.00
We route01 the routine majority to a custom model, trained02 in your own infrastructure, that keeps learning03 from production.
70%
Custom · 70%Frontier · 30%
Analyze your workflow
We analyze your workflow, identify what repeats, and route the routine majority to a custom small model, reserving a frontier model for the hard cases.
Your VPCus-east-1
Your SLM
PrivateFine-tunedIn-VPC
Trained on your data, in your VPC
We fine-tune a compact model for your use case inside your own infrastructure. Nothing sensitive ever leaves the building.
It keeps getting better
Continual learning turns live usage into training signal, so the model sharpens to your product the longer you run it.
“We moved the bulk of our agent onto a custom model and cut the bill by nearly three quarters. Accuracy held.”
72%
lower inference cost
2.4×
faster responses
+8%
accuracy over Opus 4.7
The model gets better. Then the network does.
Stop paying frontier prices for routine work.
Book a demo and we'll map which part of your workflow we can move to a custom model, and exactly what you'd save.