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Small specialized models handle most AI agent tasks like embeddings, reranking, and extraction, outperforming frontier LLMs on cost and speed. Superlinked's benchmarks show open models achieve 97.5% of hosted frontier quality on MTEB tasks. Intercom cut $250,000 monthly by replacing a hosted GPT call with a fine-tuned Qwen model.
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