Large models dominate headlines, but enterprise ROI often comes from right-sized systems with predictable latency, lower costs, and stronger deployment control.

  • Fine-tuned smaller models can outperform larger general models on narrow workflows.
  • On-prem and private-cloud deployment improves compliance posture.
  • Lower inference cost enables broader internal adoption.

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