VISION · EDITORIAL CLASSIFICATION · NOT A BENCHMARK
DO I NEED THE BIG MODEL FOR…
Approve an insurance claim from damage photos
Governed human decisionNOT ALONE — MODEL SIZE ISN'T THE CONTROL
“A model can organize evidence; it should not be the unappealable adjuster.”
WHY THIS VERDICTSTART WITH
START WITH
THE WORK.
- 01
The task requires several dependent reasoning steps.
- 02
Several plausible interpretations can remain live.
- 03
A plausible wrong answer could create material cost or harm.
RECOMMENDED SETUPA strong model may assist; an accountable human owns the outcome
NON-NEGOTIABLE
Use policy rules, qualified review, fraud controls, and an appeal route.
REASONING5/5
AMBIGUITY5/5
ERROR COST5/5
CONTEXT4/5