A small team that turns your data into a model that actually works for you.
We are not a platform. We are a workshop. Every fine-tune is a hand-built engagement led by an engineer who reads your data before they touch a training script.
Most fine-tunes fail because nobody touched the data.
The hardest part of fine-tuning is rarely the training run. It is the slow, tedious work of cleaning, deduplicating, and shaping a dataset that the model can actually learn from. We do that work in plain sight, and we share what we found.
Every project starts with a profiled dataset and a written plan. Every project ends with an honest evaluation report — including the cases where the fine-tune did not beat the baseline. You should know whether shipping the model is the right call.
Four small commitments we keep on every engagement.
Show our work
You see the dataset profile, the training config, and the eval report. No black box.
Hold the bar honestly
If the fine-tune does not beat the baseline we tell you and offer a refund.
Treat data like data
Datasets sit in a private bucket scoped to your order. We never train other models on your samples.
One project at a time
No subscriptions, no upsells. You buy a fine-tune, you get a fine-tune.
Have a dataset that needs the right model?
Pick a plan or send us a quick note describing what you want the model to do. We respond within one business day.