57% of organizations estimate their data isn't AI-ready. General-purpose LLMs handle broad tasks well but hallucinate on specialized queries, miss domain jargon, and can't access proprietary knowledge. The gap between "impressive demo" and "production-ready AI model" is exactly where domain-specific language models come in.

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