Scenario Tests 40-Edit Image Drift
Scenario compares Nano Banana 2.1 and Ideogram 4.5 across 40 consecutive edits, with each model editing its own previous output. The test highlights how image models preserve—or gradually lose—visual consistency under repeated iteration.
The real test is not one-shot beauty; it is whether creative intent survives a long production chain.
- –Recursive editing exposes compounding changes in characters, composition, text, and style.
- –Separate image chains make the comparison more meaningful than switching models mid-workflow.
- –Forty edits better mirrors real creative iteration than a single benchmark prompt.
- –Scenario’s advantage is model access and workflow orchestration, not necessarily owning the strongest image model.
- –Without published prompts, outputs, scoring criteria, or controls, this remains a useful directional comparison rather than a definitive benchmark.
DISCOVERED
1h ago
2026-10-07
PUBLISHED
1h ago
2026-10-07
RELEVANCE
AUTHOR
emmanuel_2m