Quotes and proposals in your house style
First drafts that sound like you, use your terms, and follow your structure. You edit, you do not rewrite.
The problem
Generic drafts need as much editing as writing from scratch. Prompts with examples help, but the style drifts and the prompt gets long and brittle.
Data you already have
Your past quotes, proposals and the emails that led to them. Fifty to a few hundred good examples teach the voice; corrections you make to drafts keep it sharp.
What we train
A 4B to 9B open model fine-tuned on your documents, so the tone, section order, pricing language and sign-off are learned rather than prompted. Facts and prices come from your templates or a lookup, not from the model's memory.
How we measure it
Blind comparison: your team scores drafts from the base model and your model without knowing which is which. Plus checks that required sections and terms are always present.
Where it runs
On your laptop with Ollama for an individual; on a small GPU or a managed endpoint for a team. Optional monthly retrain from your edits.
- Who it is for
- Consultants, agencies, contractors, sales teams, anyone who writes the same kind of document often.
- Typical timeline
- Two to three weeks from intake to handover.
- You receive
- Merged weights, adapter, quantized copy, eval report, deploy recipe, training manifest.