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The Reversed Rodeo

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This competition tests how well AI image models truly understand language versus how much they rely on visual habits from their training data. The prompt is deliberately simple on the surface but devilishly hard in practice. Most models default to the familiar trope of an astronaut riding a horse. By forcing the reversal, we measure three critical capabilities that separate good models from great ones:

  • Strict instruction following (including negations)
  • Accurate subject-object relationships and spatial hierarchy
  • Resistance to strong dataset biases
Voters judged on
Horse actually on the back of the astronaut one Horse and Astronaut Cinematic atmosphere
The brief Every model got the same prompt
Prompt
Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.
The leaderboard

Challenge rankings

56 models · ranked by blind vote

Through time: how it evolved
1
Imagen 3.0 Generate 002
score 23.1
0
2
GPT Image 2
score 21.9
2
3
FLUX.1 Kontext [max]
score 18.9
0
4
Seedream 4.5
score 17.1
0
5
Nano Banana Pro
score 15.3
0
6
Qwen Image 2.0
score 15.0
0
7
Grok Imagine Image Pro
score 14.3
0
8
HiDream I1 Full
score 13.7
0
9
DALL-E 3
score 13.4
0
10
Qwen Image
score 13.0
0
11
FLUX.2 [pro]
score 11.9
0
12
GPT Image 1.5
score 11.9
0
13
GPT Image 1
score 11.7
0
14
FLUX1.1 [pro] Ultra
score 11.0
0
15
Wan 2.6
score 10.4
0
16
Wan 2.5 (Preview)
score 10.4
0
17
Bria FIBO
score 10.2
0
18
Recraft V4
score 10.0
0
19
FLUX.1 [schnell] FP8
score 9.7
0
20
Recraft V4 Pro
score 8.6
0
21
Wan 2.7
score 8.2
0
22
Seedream 5.0 Lite
score 7.9
0
23
Recraft V4.1
score 7.9
0
24
FLUX.1 Krea [dev]
score 7.9
0
25
FLUX.1 Kontext [dev]
score 7.9
0
26
Imagen 4.0 Generate 001
score 7.9
0
27
FLUX.2 [flex]
score 6.3
0
28
Seedream 4.0
score 6.2
0
29
Wan 2.7 Pro
score 5.3
0
30
DALL-E 2
score 3.4
0
31
Stable Diffusion 3.5 Medium
score 3.1
0
32
Stable Diffusion 3.5 Large Turbo
score 2.8
0
33
Nano Banana 2 Lite
score 0.0
0
34
Stable Diffusion 3.5 Large
score 0.0
0
35
Recraft V4.1 Pro
score 0.0
0
36
LongCat-Image
score 0.0
0
37
FLUX.2 [max]
score 0.0
0
38
FLUX.2 [klein] 9B
score 0.0
0
39
FLUX.1 [schnell]
score 0.0
0
40
FLUX.1 [dev]
score 0.0
0
41
FLUX1.1 [pro]
score 0.0
0
42
FLUX.2 [dev] Flash
score 0.0
0
43
FLUX.2 [dev]
score 0.0
0
44
Nano Banana 2
score 0.0
0
Z-Image Turbo
awaiting votes
0
Vidu Q2
awaiting votes
0
Qwen Image 2512
awaiting votes
0
OmniGen v2
awaiting votes
0
HiDream I1 Fast
awaiting votes
0
Grok Imagine Image
awaiting votes
0
GPT Image 1 Mini
awaiting votes
0
FLUX.2 [klein] 4B
awaiting votes
0
FLUX.1 Kontext [pro]
awaiting votes
0
Imagen 4.0 Ultra Generate 001
awaiting votes
0
Imagen 4.0 Fast Generate 001
awaiting votes
0
FLUX.2 [dev] Turbo
awaiting votes
0
Head to head 4 matchups

Notable battles

The matchups worth a second look from this challenge's blind voting: the closest rivalries, the biggest upsets (a lower seed taking down a favorite), and the clashes at the top of the board. Each bar shows how the community split its votes.

Want to compare other models? Pick any two and see them go head to head.
The archive

Through time

How The Reversed Rodeo has evolved, release by release.

2022 to 2026· 3 reigns· 56 models
The Reign Chain
3 reigns

How the crown changed hands

Every model that has held #1 on this challenge, in order. Click any era to travel through time.

  1. R01
    Inception
    DALL-E 2
    Apr 2022 Oct 2023
    reigned 1.5 yrs
  2. R02
    DALL-E 3
    Oct 2023 Jan 2025
    reigned 1.3 yrs · overtook DALL-E 2
  3. R03
    Current
    Imagen 3.0 Generate 002
    Jan 2025 today
    reigned 1.6 yrs · overtook DALL-E 3

Generation history

56 models · newest first · editor's picks marked
Show full history 51
  1. Recraft V4.1 3 takes
  2. GPT Image 2 3 takes Editor's pick

    GPT Image 2 is first to make it

    This is the time a model managed to follow the prompt and put the horse on top of the astronaut.

    Why GPT Image 2 stands out here

  3. Wan 2.7 3 takes
  4. 51 more models Apr 2022 – Apr 2026 Show