VISION · EDITORIAL CLASSIFICATION · NOT A BENCHMARK
DO I NEED THE BIG MODEL FOR…
Diagnose a UI bug from a screenshot
Routed-model jobMAYBE — EARN THE UPGRADE
“Visual context helps, but reproduction details still decide the fix.”
WHY THIS VERDICTSTART WITH
START WITH
THE WORK.
- 01
The work is constrained enough to evaluate cheaply.
- 02
Several plausible interpretations can remain live.
- 03
Most failures can be detected before they become expensive.
RECOMMENDED SETUPMid-tier first; route low-confidence cases upward
NON-NEGOTIABLE
Ask for browser, viewport, state, and reproducible steps.
REASONING3/5
AMBIGUITY4/5
ERROR COST2/5
CONTEXT3/5