Specialist-model research desk

Direct questions

Should we route easy requests instead of fine-tuning everything?

Frontier Development research deskSection 01 · Page 8 of 14Last updated 26 October 2026

Include routing when a meaningful subset can be handled more cheaply without violating acceptance rules. Measure the combined system, including router errors and fallback.

RouteLLM provides published evidence that routing can improve cost–quality trade-offs in its benchmark settings. It does not provide the buyer’s cost saving. A production test needs the expensive-call fraction, the number of double-processed requests, end-to-end latency and outcomes after escalation. Calibrate a routing threshold on development data and lock it before the final test.

TRACE THE EVIDENCE

Sources cited on this page

  1. RouteLLM →arxiv.org