The demonstrations
your model learns from.
Gold-standard prompt-response pairs, multi-turn dialogs, and tool-use traces — written and reviewed by domain experts so SFT yields a model that follows instructions and stays in character.
Built for production, not just demos.
- Single-turn prompt-response demonstrations
- Multi-turn dialog with consistent persona
- Tool-use traces with function-call schemas
- Code demonstrations across 12+ languages
- Long-form (essay, summary, plan) demonstrations
- Persona / style-guide adherence checks
- Distill-from-stronger-model with human polish
- Refusal + safe-completion demonstrations
How a typical engagement runs.
Spec
Lock the persona, style guide, refusal policy, and tool schemas.
Seeds
Generate or import a seed prompt set; we sample for diversity + difficulty.
Write
Domain experts compose gold answers; QA reviews each one.
Polish
Editor pass for style + format consistency; lint against your house guide.
Deliver
JSONL/HF dataset with per-record provenance + reviewer metadata.
What you get in your bucket.
Questions, answered.
Can you write demos for a niche domain?
Yes. We have MD, JD, PhD-CS, finance and tax-pro reviewers on staff. For specialised verticals (e.g. medical device, regulated finance), we add domain-vetted contractors with NDAs.
What about multi-turn dialog?
We support arbitrary-turn dialogs with consistent persona, memory-of-context, and a 'conversation goal' tag per session.
Tool-use / function-calling demonstrations?
Yes — we author traces against your tool schema (OpenAI / Anthropic / custom), with realistic error handling and multi-step reasoning.
Can you distill from a stronger model?
We support distill-then-polish: generate from a stronger model, then human reviewers correct + audit before inclusion.
Ready to build
AI you can trust?
Talk to a solutions architect — get a pilot scoped in 48 hours.