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ACX complex compositionality

Comparison

5 prompts

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42 models

Raters are asked: Select the image you prefer as a completion of the prompt: “{prompt}”

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Ratings CSV One row per individual rating Results JSON Eval settings, scores, and every rating Images (zip) Kept for at least 5 years after creation

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More comparisons tighten the confidence intervals on each model's Elo score.

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Elo scores

Each bar spans a 95% credible interval; the dot marks the mean. Hover for exact values.

Cost vs. Elo score

Generated images

“A 3d render of an astronaut in space holding a fox wearing lipstick”

A 3d render of an astronaut in space holding a fox wearing lipstick — GPT Image 2

A 3d render of an astronaut in space holding a fox wearing lipstick — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

A 3d render of an astronaut in space holding a fox wearing lipstick — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

A 3d render of an astronaut in space holding a fox wearing lipstick — riverflow-v2-pro

riverflow-v2-pro

A 3d render of an astronaut in space holding a fox wearing lipstick — GPT Image 1.5 (High Fidelity)

GPT Image 1.5 (High Fidelity)

A 3d render of an astronaut in space holding a fox wearing lipstick — Seedream 3.0

A 3d render of an astronaut in space holding a fox wearing lipstick — GPT-5 Image Mini

GPT-5 Image Mini

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.2 Pro

A 3d render of an astronaut in space holding a fox wearing lipstick — Gemini 2.5 Flash Image

Gemini 2.5 Flash Image

A 3d render of an astronaut in space holding a fox wearing lipstick — Seedream 4.5

A 3d render of an astronaut in space holding a fox wearing lipstick — Seedream 5.0 Lite

Seedream 5.0 Lite

A 3d render of an astronaut in space holding a fox wearing lipstick — GPT Image 1 Mini

GPT Image 1 Mini

A 3d render of an astronaut in space holding a fox wearing lipstick — Krea 2 Large

A 3d render of an astronaut in space holding a fox wearing lipstick — Nano Banana Pro (Gemini 3 Pro)

Nano Banana Pro (Gemini 3 Pro)

A 3d render of an astronaut in space holding a fox wearing lipstick — Kling V3

A 3d render of an astronaut in space holding a fox wearing lipstick — Qwen Image 2

A 3d render of an astronaut in space holding a fox wearing lipstick — Seedream 4.0

A 3d render of an astronaut in space holding a fox wearing lipstick — Gemini 3 Pro Image

Gemini 3 Pro Image

A 3d render of an astronaut in space holding a fox wearing lipstick — Recraft V4.1

A 3d render of an astronaut in space holding a fox wearing lipstick — Recraft V4

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.2 Flex

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.2 Max

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.2 Dev Turbo

Flux.2 Dev Turbo

A 3d render of an astronaut in space holding a fox wearing lipstick — riverflow-v2-fast

riverflow-v2-fast

A 3d render of an astronaut in space holding a fox wearing lipstick — Krea 2 Medium

A 3d render of an astronaut in space holding a fox wearing lipstick — Grok Imagine Image

Grok Imagine Image

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.2 Klein 9B

Flux.2 Klein 9B

A 3d render of an astronaut in space holding a fox wearing lipstick — Nano Banana (Gemini 2.5 Flash)

Nano Banana (Gemini 2.5 Flash)

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.1 Schnell

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.2 Klein 4B

Flux.2 Klein 4B

A 3d render of an astronaut in space holding a fox wearing lipstick — Bria FIBO

A 3d render of an astronaut in space holding a fox wearing lipstick — GLM Image

A 3d render of an astronaut in space holding a fox wearing lipstick — MiniMax Image

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux.1 Dev

A 3d render of an astronaut in space holding a fox wearing lipstick — Luma Photon

A 3d render of an astronaut in space holding a fox wearing lipstick — Flux 1.1 Pro

A 3d render of an astronaut in space holding a fox wearing lipstick — Qwen Image

A 3d render of an astronaut in space holding a fox wearing lipstick — Recraft V3

A 3d render of an astronaut in space holding a fox wearing lipstick — SD 3.5 Large

A 3d render of an astronaut in space holding a fox wearing lipstick — Wan T2I

“An oil painting of a man in a factory looking at a cat wearing a tophat”

An oil painting of a man in a factory looking at a cat wearing a tophat — GPT Image 2

An oil painting of a man in a factory looking at a cat wearing a tophat — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

An oil painting of a man in a factory looking at a cat wearing a tophat — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

An oil painting of a man in a factory looking at a cat wearing a tophat — riverflow-v2-pro

riverflow-v2-pro

An oil painting of a man in a factory looking at a cat wearing a tophat — GPT Image 1.5 (High Fidelity)

GPT Image 1.5 (High Fidelity)

An oil painting of a man in a factory looking at a cat wearing a tophat — Seedream 3.0

An oil painting of a man in a factory looking at a cat wearing a tophat — GPT-5 Image Mini

GPT-5 Image Mini

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.2 Pro

An oil painting of a man in a factory looking at a cat wearing a tophat — Gemini 2.5 Flash Image

Gemini 2.5 Flash Image

An oil painting of a man in a factory looking at a cat wearing a tophat — Seedream 4.5

An oil painting of a man in a factory looking at a cat wearing a tophat — Seedream 5.0 Lite

Seedream 5.0 Lite

An oil painting of a man in a factory looking at a cat wearing a tophat — GPT Image 1 Mini

GPT Image 1 Mini

An oil painting of a man in a factory looking at a cat wearing a tophat — Krea 2 Large

An oil painting of a man in a factory looking at a cat wearing a tophat — Nano Banana Pro (Gemini 3 Pro)

Nano Banana Pro (Gemini 3 Pro)

An oil painting of a man in a factory looking at a cat wearing a tophat — Kling V3

An oil painting of a man in a factory looking at a cat wearing a tophat — Qwen Image 2

An oil painting of a man in a factory looking at a cat wearing a tophat — Seedream 4.0

An oil painting of a man in a factory looking at a cat wearing a tophat — Gemini 3 Pro Image

Gemini 3 Pro Image

An oil painting of a man in a factory looking at a cat wearing a tophat — Recraft V4.1

An oil painting of a man in a factory looking at a cat wearing a tophat — Recraft V4

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.2 Flex

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.2 Max

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.2 Dev Turbo

Flux.2 Dev Turbo

An oil painting of a man in a factory looking at a cat wearing a tophat — riverflow-v2-fast

riverflow-v2-fast

An oil painting of a man in a factory looking at a cat wearing a tophat — Krea 2 Medium

An oil painting of a man in a factory looking at a cat wearing a tophat — Grok Imagine Image

Grok Imagine Image

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.2 Klein 9B

Flux.2 Klein 9B

An oil painting of a man in a factory looking at a cat wearing a tophat — Nano Banana (Gemini 2.5 Flash)

Nano Banana (Gemini 2.5 Flash)

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.1 Schnell

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.2 Klein 4B

Flux.2 Klein 4B

An oil painting of a man in a factory looking at a cat wearing a tophat — Bria FIBO

An oil painting of a man in a factory looking at a cat wearing a tophat — GLM Image

An oil painting of a man in a factory looking at a cat wearing a tophat — MiniMax Image

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux.1 Dev

An oil painting of a man in a factory looking at a cat wearing a tophat — Luma Photon

An oil painting of a man in a factory looking at a cat wearing a tophat — Flux 1.1 Pro

An oil painting of a man in a factory looking at a cat wearing a tophat — Qwen Image

An oil painting of a man in a factory looking at a cat wearing a tophat — Recraft V3

An oil painting of a man in a factory looking at a cat wearing a tophat — SD 3.5 Large

An oil painting of a man in a factory looking at a cat wearing a tophat — Wan T2I

“A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth”

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — GPT Image 2

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — riverflow-v2-pro

riverflow-v2-pro

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — GPT Image 1.5 (High Fidelity)

GPT Image 1.5 (High Fidelity)

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Seedream 3.0

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — GPT-5 Image Mini

GPT-5 Image Mini

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.2 Pro

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Gemini 2.5 Flash Image

Gemini 2.5 Flash Image

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Seedream 4.5

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Seedream 5.0 Lite

Seedream 5.0 Lite

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — GPT Image 1 Mini

GPT Image 1 Mini

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Krea 2 Large

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Nano Banana Pro (Gemini 3 Pro)

Nano Banana Pro (Gemini 3 Pro)

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Kling V3

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Qwen Image 2

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Seedream 4.0

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Gemini 3 Pro Image

Gemini 3 Pro Image

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Recraft V4.1

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Recraft V4

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.2 Flex

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.2 Max

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.2 Dev Turbo

Flux.2 Dev Turbo

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — riverflow-v2-fast

riverflow-v2-fast

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Krea 2 Medium

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Grok Imagine Image

Grok Imagine Image

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.2 Klein 9B

Flux.2 Klein 9B

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Nano Banana (Gemini 2.5 Flash)

Nano Banana (Gemini 2.5 Flash)

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.1 Schnell

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.2 Klein 4B

Flux.2 Klein 4B

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Bria FIBO

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — GLM Image

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — MiniMax Image

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux.1 Dev

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Luma Photon

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Flux 1.1 Pro

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Qwen Image

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Recraft V3

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — SD 3.5 Large

A stained glass picture of a woman in a library with a raven on her shoulder holding a key in its mouth — Wan T2I

“A digital art picture of a child riding a llama with a bell on its tail through the desert”

A digital art picture of a child riding a llama with a bell on its tail through the desert — GPT Image 2

A digital art picture of a child riding a llama with a bell on its tail through the desert — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

A digital art picture of a child riding a llama with a bell on its tail through the desert — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

A digital art picture of a child riding a llama with a bell on its tail through the desert — riverflow-v2-pro

riverflow-v2-pro

A digital art picture of a child riding a llama with a bell on its tail through the desert — GPT Image 1.5 (High Fidelity)

GPT Image 1.5 (High Fidelity)

A digital art picture of a child riding a llama with a bell on its tail through the desert — Seedream 3.0

A digital art picture of a child riding a llama with a bell on its tail through the desert — GPT-5 Image Mini

GPT-5 Image Mini

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.2 Pro

A digital art picture of a child riding a llama with a bell on its tail through the desert — Gemini 2.5 Flash Image

Gemini 2.5 Flash Image

A digital art picture of a child riding a llama with a bell on its tail through the desert — Seedream 4.5

A digital art picture of a child riding a llama with a bell on its tail through the desert — Seedream 5.0 Lite

Seedream 5.0 Lite

A digital art picture of a child riding a llama with a bell on its tail through the desert — GPT Image 1 Mini

GPT Image 1 Mini

A digital art picture of a child riding a llama with a bell on its tail through the desert — Krea 2 Large

A digital art picture of a child riding a llama with a bell on its tail through the desert — Nano Banana Pro (Gemini 3 Pro)

Nano Banana Pro (Gemini 3 Pro)

A digital art picture of a child riding a llama with a bell on its tail through the desert — Kling V3

A digital art picture of a child riding a llama with a bell on its tail through the desert — Qwen Image 2

A digital art picture of a child riding a llama with a bell on its tail through the desert — Seedream 4.0

A digital art picture of a child riding a llama with a bell on its tail through the desert — Gemini 3 Pro Image

Gemini 3 Pro Image

A digital art picture of a child riding a llama with a bell on its tail through the desert — Recraft V4.1

A digital art picture of a child riding a llama with a bell on its tail through the desert — Recraft V4

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.2 Max

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.2 Dev Turbo

Flux.2 Dev Turbo

A digital art picture of a child riding a llama with a bell on its tail through the desert — riverflow-v2-fast

riverflow-v2-fast

A digital art picture of a child riding a llama with a bell on its tail through the desert — Krea 2 Medium

A digital art picture of a child riding a llama with a bell on its tail through the desert — Grok Imagine Image

Grok Imagine Image

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.2 Klein 9B

Flux.2 Klein 9B

A digital art picture of a child riding a llama with a bell on its tail through the desert — Nano Banana (Gemini 2.5 Flash)

Nano Banana (Gemini 2.5 Flash)

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.1 Schnell

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.2 Klein 4B

Flux.2 Klein 4B

A digital art picture of a child riding a llama with a bell on its tail through the desert — Bria FIBO

A digital art picture of a child riding a llama with a bell on its tail through the desert — GLM Image

A digital art picture of a child riding a llama with a bell on its tail through the desert — MiniMax Image

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux.1 Dev

A digital art picture of a child riding a llama with a bell on its tail through the desert — Luma Photon

A digital art picture of a child riding a llama with a bell on its tail through the desert — Flux 1.1 Pro

A digital art picture of a child riding a llama with a bell on its tail through the desert — Qwen Image

A digital art picture of a child riding a llama with a bell on its tail through the desert — Recraft V3

A digital art picture of a child riding a llama with a bell on its tail through the desert — SD 3.5 Large

A digital art picture of a child riding a llama with a bell on its tail through the desert — Wan T2I

“Pixel art of a farmer in a cathedral holding a red basketball”

Pixel art of a farmer in a cathedral holding a red basketball — GPT Image 2

Pixel art of a farmer in a cathedral holding a red basketball — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

Pixel art of a farmer in a cathedral holding a red basketball — Nano Banana 2 (Gemini 3.1 Flash)

Nano Banana 2 (Gemini 3.1 Flash)

Pixel art of a farmer in a cathedral holding a red basketball — riverflow-v2-pro

riverflow-v2-pro

Pixel art of a farmer in a cathedral holding a red basketball — GPT Image 1.5 (High Fidelity)

GPT Image 1.5 (High Fidelity)

Pixel art of a farmer in a cathedral holding a red basketball — Seedream 3.0

Pixel art of a farmer in a cathedral holding a red basketball — GPT-5 Image Mini

GPT-5 Image Mini

Pixel art of a farmer in a cathedral holding a red basketball — Flux.2 Pro

Pixel art of a farmer in a cathedral holding a red basketball — Gemini 2.5 Flash Image

Gemini 2.5 Flash Image

Pixel art of a farmer in a cathedral holding a red basketball — Seedream 4.5

Pixel art of a farmer in a cathedral holding a red basketball — Seedream 5.0 Lite

Seedream 5.0 Lite

Pixel art of a farmer in a cathedral holding a red basketball — GPT Image 1 Mini

GPT Image 1 Mini

Pixel art of a farmer in a cathedral holding a red basketball — Krea 2 Large

Pixel art of a farmer in a cathedral holding a red basketball — Nano Banana Pro (Gemini 3 Pro)

Nano Banana Pro (Gemini 3 Pro)

Pixel art of a farmer in a cathedral holding a red basketball — Kling V3

Pixel art of a farmer in a cathedral holding a red basketball — Qwen Image 2

Pixel art of a farmer in a cathedral holding a red basketball — Seedream 4.0

Pixel art of a farmer in a cathedral holding a red basketball — Gemini 3 Pro Image

Gemini 3 Pro Image

Pixel art of a farmer in a cathedral holding a red basketball — Recraft V4.1

Pixel art of a farmer in a cathedral holding a red basketball — Recraft V4

Pixel art of a farmer in a cathedral holding a red basketball — Flux.2 Flex

Pixel art of a farmer in a cathedral holding a red basketball — Flux.2 Max

Pixel art of a farmer in a cathedral holding a red basketball — Flux.2 Dev Turbo

Flux.2 Dev Turbo

Pixel art of a farmer in a cathedral holding a red basketball — riverflow-v2-fast

riverflow-v2-fast

Pixel art of a farmer in a cathedral holding a red basketball — Krea 2 Medium

Pixel art of a farmer in a cathedral holding a red basketball — Grok Imagine Image

Grok Imagine Image

Pixel art of a farmer in a cathedral holding a red basketball — Flux.2 Klein 9B

Flux.2 Klein 9B

Pixel art of a farmer in a cathedral holding a red basketball — Nano Banana (Gemini 2.5 Flash)

Nano Banana (Gemini 2.5 Flash)

Pixel art of a farmer in a cathedral holding a red basketball — Flux.1 Schnell

Pixel art of a farmer in a cathedral holding a red basketball — Flux.2 Klein 4B

Flux.2 Klein 4B

Pixel art of a farmer in a cathedral holding a red basketball — Bria FIBO

Pixel art of a farmer in a cathedral holding a red basketball — GLM Image

Pixel art of a farmer in a cathedral holding a red basketball — MiniMax Image

Pixel art of a farmer in a cathedral holding a red basketball — Flux.1 Dev

Pixel art of a farmer in a cathedral holding a red basketball — Luma Photon

Pixel art of a farmer in a cathedral holding a red basketball — Flux 1.1 Pro

Pixel art of a farmer in a cathedral holding a red basketball — Qwen Image

Pixel art of a farmer in a cathedral holding a red basketball — Recraft V3

Pixel art of a farmer in a cathedral holding a red basketball — SD 3.5 Large

Pixel art of a farmer in a cathedral holding a red basketball — Wan T2I