# Thumbnail maker trial

Prepared September 24, 2026. Blank evaluation worksheet; no benchmark results are implied.

Video promise:

Real subject and source photo:

Concept A: visual question:

Concept B: visual evidence:

Concept C: outcome:

Editable text requirement:

Small-size readability notes:

Revision and export result:

| Candidate | Input used | Required output | Corrections needed | Time and usage cost | Decision |
|---|---|---|---|---|---|
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