Sep 21, 2026

LLM notes vs Jev scores

LLMs generate open text. Tools like Jev evaluate bounded decisions.

Use generate when the answer space is open. Use decide when the paths are known.

Pick a shop call. The left side writes a note. The right side scores known paths and routes or escalates.

You run a small HVAC shop in Wisconsin. A call hits the board. The LLM drafts a note. Jev answers four known questions. Your code auto-routes the clear ones and escalates the gray ones.

Each call has a matching LLM note and Jev scores. Nothing is inferred live.

What came in

LLM Path Sequential writing
Jev Path Parallel decisions

The takeaway

The LLM writes open text. It drafts the note you might send, then you have to read it.

Jev evaluates bounded questions. Which lane owns the call. How urgent. Needs owner review. Already handled. Each answer carries a confidence.

Set a confidence floor. Auto-route the clear calls. Escalate the gray ones.