Model Fine-Tuning & Adaptation

A general model answers general questions. A fine-tuned model does your job

We take foundation models — Llama, Mistral, Qwen, Phi, or your choice — and adapt them for a specific operational domain. Clinical documentation that codes ICD-10 accurately. Fraud detection that recognizes the patterns in your transaction data. In-cabin voice that understands your product vocabulary. Bring your own data and we fine-tune and return the optimized model. Need data too? We handle both. Every fine-tuned artifact is validated against domain-specific benchmarks before delivery.

What's Included

• Domain-specific fine-tuning using LoRA and QLoRA on open foundation models
• Edge-optimized fine-tuning for models deploying on constrained hardware — quantization-aware from the start
• Bring your own data, or we generate it through our data preparation service
• Benchmark validation before delivery: accuracy delta over the base model on domain-specific tasks
• Model card documenting training data, methodology, and validation results
• Continuous retraining retainer for domains that evolve — fraud patterns, clinical guidelines, regulatory changes