Hosted training

Apply for hosted training

Tell us about one repeatable task. We review every request by hand and build hosted training for the projects we accept.

What happens next

  1. A person reads your application and replies within 2 business days.
  2. If the task fits, we offer a planning call: your examples, how the model is scored, where it will run, and cost.
  3. Nothing is trained and nothing is charged before we agree on scope.

89.17

A fine-tuned Qwen3.5-4B scored 89.17 against 79.58 for GPT-5.4-mini with a GEPA-optimized prompt, on the same 60 held-out receipts. See the benchmark

Moving off OpenAI fine-tuning? Read the migration guide.

Want to start today without us? Train on your Mac with MLX, or start a free pilot to optimize your prompt first.

Task type
Describe the workflow only. Do not include customer records, personal data or API keys. 0/400
Requests a month for this task
Examples a person has checked
If the result meets the target we agree on, could your team pay for it?

We use these details only to review and reply to your application.