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Dextra Labs

Custom Model Training and Fine-Tuning

The problem this solves

Choosing custom model training when simpler approaches would work
Dextra Labs trains or fine-tunes models on a client's proprietary data when a use case genuinely requires it beyond prompt engineering on a foundation model. The offering is framed around when custom training is warranted and when simpler approaches would deliver comparable results.
Novel practice

Exhaust prompt engineering and RAG before fine-tuning

“This is worth stating clearly because some consulting firms default to custom training when prompt engineering or RAG-based approaches would deliver comparable results at a fraction of the cost. If a firm recommends fine-tuning before exploring simpler approaches, ask them to justify why.”

— What AI Consulting Actually Costs Small Businesses in ...

Model fine-tuningCustom AI modelsRAGPrompt engineering

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