Output Loop Bench · Media
Image: AI models compared
A person, and a business or shop. 9 models tested on the same 3 tasks.
Brand sheet, exact spec
A brand sheet with fixed fonts, hex colours and a fixed grid. It tests style control, exact spelling and following a long list of instructions in one image.
Brand sheet, exact spec: all 8 results
| Model | Maker | Time | Tokens |
|---|---|---|---|
| gpt-image-2.5-sunburst ★ Output Loop's pick | OpenAI | 144.0s | — |
| qwen-image-3.0-pro | Alibaba (Qwen) | 88.7s | — |
| seedream-5-0-260128 | ByteDance | 96.0s | — |
| qwen-image-2.1 | Alibaba (Qwen) | 120.1s | — |
| gpt-image-2.5-flare | OpenAI | 133.0s | — |
Brand sheet, creative freedom
The same company and the same sheet as the exact-spec version, but only the brief and personality. It shows what each model does when it chooses the fonts, colours and layout itself.
Brand sheet, creative freedom: all 9 results
| Model | Maker | Time | Tokens |
|---|---|---|---|
| Nano Banana 2.1 ★ Output Loop's pick | 145.0s | — | |
| qwen-image-2.1 | Alibaba (Qwen) | 75.1s | — |
| qwen-image-3.0-pro | Alibaba (Qwen) | 87.4s | — |
| seedream-5-0-260128 | ByteDance | 128.1s | — |
| gpt-image-2.5-flare | OpenAI | 134.0s | — |
Professional headshot from a casual photo
Every tradesperson needs a decent photo for their website and LinkedIn. Turning a casual snap into a studio headshot tests whether a model keeps the person unmistakably the same while changing clothes, light and backdrop.
Professional headshot from a casual photo: all 7 results
| Model | Maker | Time | Tokens |
|---|---|---|---|
| gpt-image-2.5-flare ★ Output Loop's pick | OpenAI | 138.0s | — |
| seedream-5-0-260128 | ByteDance | 63.6s | — |
| qwen-image-2.1 | Alibaba (Qwen) | 90.4s | — |
| gpt-image-2.5-sunburst | OpenAI | 132.0s | — |
| grok-imagine-image-quality | xAI | 138.0s | — |