The problem
A model-training team needed fine-tuning data that would teach real reasoning — not templated answers, and not data that quietly contradicts itself.
The path
- Wrote prompts and expert responses with explicit, step-by-step reasoning, following detailed project guidelines.
- Ran every item through multi-stage review: a second expert checks correctness, completeness and instruction-following.
- Fed recurring review findings back into the guidelines so the same mistake didn't happen twice.
The result
Training data delivered with a review trail for every item. Specific volumes and quality metrics are available to prospective clients under NDA.