Leaderboard
See how AI image models stack up against each other
Image Editing Leaderboard
| Rank | Model | Elo | Win % |
|---|---|---|---|
| 1 |
Alibaba
|
1106 | 72.0% |
| 2 |
OpenAI
|
1064 | 60.8% |
| 3 |
Black Forest Labs
|
1031 | 50.0% |
| 4 |
ByteDance
|
1023 | 61.0% |
| 5 |
Gemini 3 Pro Image Preview
(Nov 2025)
Google
|
1023 | 68.6% |
| 6 |
Gemini 2.5 Flash Image
(Oct 2025)
Google
|
1020 | 50.0% |
| 7 |
Black Forest Labs
|
986 | 46.2% |
| 8 |
Black Forest Labs
|
985 | 50.0% |
| 9 | 969 | 50.0% | |
| 10 |
Alibaba
|
958 | 35.7% |
Competitions
Man and Car in California
Edit instruction
"Make a photo of the man driving the car down the California coastline"
Source
1
78.3%
2
45.0%
3
40.6%
22.7%
9.1%
Bald man challenge
Edit instruction
"Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting."
Source
1
80.0%
2
72.7%
3
66.7%
55.0%
25.0%
13.9%
Over-the-top cartoon caricature
Edit instruction
"Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey."
Source
1
55.0%
2
22.7%
Neutral Expression to Genuine Smile
Edit instruction
"{
"action": "image_edit",
"reference": "uploaded neutral portrait",
"change": "Warm genuine Duchenne smile: lips curved up, slight natural teeth, soft eye crinkles, subtle cheek raise",
..."
Source
1
62.5%
2
54.2%