Key Info

A practitioner compared TypeSafe AI's Jev model with a standard LLM judge inside a business risk monitoring agent and found equal report quality with markedly better stability, coverage, cost, and speed.

Highlights

  • Same overall report quality as the LLM judge
  • LLM judge scores on the same threat flip-flopped: 0.35 -> 0.68 -> 0.50
  • LLM judge missed 5 of 11 investigations; Jev missed none
  • Jev was ~250x cheaper and 3-6x faster
  • Architecture uses you.com search, Jev for typed judgments, Qwen for synthesis, MCP for integration ($0.02 per sweep)