Model Fine-tuning & Evaluation.

Prompt engineering hits a ceiling. When the task involves underwriting notes, clinical impressions, or merchandising judgment, a fine-tuned model outperforms the cleverest prompt — smaller, faster, cheaper, and yours.

We run the full lifecycle: mining your archives for training pairs, labeling ops with domain-expert review, technique selection by benchmark, rigorous eval harnesses, and shadow deployment before traffic.