OPEN_SOURCE ↗
REDDIT · REDDIT// 2h agoNEWS
GPT-IMAGE-2 self-critiques output, takes 11 minutes
A Reddit user reports GPT-Image-2 spent about 11 minutes generating a single image while repeatedly reviewing and iterating on its own output. If that behavior is real and not just an outlier, it suggests a slower, more compute-heavy image pipeline optimized for correctness over speed.
// ANALYSIS
This looks like test-time compute applied to image generation: better prompt fidelity and layout correctness in exchange for a much worse turnaround time. That is useful for final assets, but it is a serious tax on any workflow that depends on rapid iteration.
- –Self-review loops can help with text rendering, object consistency, and prompt adherence on complex compositions
- –Eleven-minute generations are fine for hero images, but too slow for UI mockups, ad variants, and storyboard-style exploration
- –The real product question is whether users get a speed-quality control, or whether the model silently burns latency to improve results
- –Because this is a Reddit report, treat it as anecdotal until OpenAI documents the behavior or others reproduce it reliably
// TAGS
gpt-image-2image-genmultimodalreasoningopenai
DISCOVERED
2h ago
2026-04-21
PUBLISHED
5h ago
2026-04-21
RELEVANCE
8/ 10
AUTHOR
Plane_Garbage