Your OpenAI fine-tune stopped answering? Have it back in 48 hours.
Send the training file you used with OpenAI. Within 48 hours, a small open model trained on it answers through an OpenAI-compatible API, tested on examples it never saw. You pay only once it meets the accuracy we agree on the call.
Who it's for
Short, fixed answers
Your fine-tune classified, routed, tagged, scored or moderated, or pulled fixed fields, and you still have the JSONL file you trained it with. These are the tasks a small model matches, and the ones we can prove.
Free-form writing
Summaries, replies and rewrites can't be judged by matching answers, so a 48-hour test can't prove them. We'll say so on the call rather than take your money.
How it works
A 15-minute call
We look at the task and agree the accuracy bar, usually the level you measured on the retired model. Sign our NDA, or send yours.
→ a one-page orderSend the file
Share a link to the JSONL you trained with, in OpenAI's chat format or the older prompt and completion format, with poojith@illate.dev only. Not as an attachment.
→ the 48 hours startThe report, within 24 hours
We train on most of the file and test on the rest, which the model never sees: accuracy with confidence intervals, and results for each category.
→ you see the numbers firstIt answers, within 48 hours
Run it on your own GPU with our vLLM setup, or have us host it behind an OpenAI-compatible endpoint. Your code changes the base URL and the model name.
→ your feature works againPay on acceptance
USD 1,500 once it meets the bar. If it doesn't, you owe nothing.
→ weights are yours
What to know first
- The test comes from your own file. A retired model can't be called any more, so we compare against your labels, not its live answers. If you still have its accuracy on your own test set, that becomes the bar.
- The 48 hours run from receiving the file and the signed order, weekends included.
- Hosting is optional and priced separately, per 1,000 calls with a monthly minimum. A 4B model also fits on one L4 GPU in your own cloud.
- Your file is used for your model only, never for anyone else's, and deleted within 30 days of delivery. How we handle data.
Is your fine-tune down?
Book a 15-minute call, or email poojith@illate.dev with "rescue" in the subject. Tell us what the model did and how many examples are in the file.