Image-to-WebDev Arena
Users upload a screenshot, wireframe or mockup, two anonymous models build the website in Code Arena, and users vote for the better result. Votes become ratings with bootstrapped confidence intervals.
On 2026-10-19 the board listed 65 models and 191,568 votes, led by Claude Opus 5.5 (Max). It is a separate board from the text-prompt Code Arena WebDev board.
- Level
- Everyday Most adults, without training
- Scored
- Ranked by votes People pick the better of two answers, as in an arena, and the votes are turned into ratings.
- Answers
- Open-ended Free-form text, documents, designs or media judged as a whole.
Claude Opus 5.5 leads with 1,753
Best score per model from the benchmark's own leaderboard, read on 2 Nov 2026. Where a model ran with several settings or harnesses, we keep its best. Every run is in the next chart.
- 1,753 Claude Opus 5.5
- 1,737 Claude Sonnet 5.5
- 1,726 GPT-6 Astra
- 1,722 Claude Fable 5.1
- 1,702 GPT-6.1 Sol
- 1,662 Claude Opus 5
- 1,660 GPT-6 Sol
- 1,640
Muse Spark 1.3
- 1,637
Qwen3.8 Max (0902)
- 1,623 Claude Fable 5
- 1,615
Qwen 3.8 Max
- 1,609 GPT-5.6 Sol
- 1,606
DeepSeek V4.1 Flash
- 1,603 Grok 4.6
- 1,599
Gemini 3.7 Flash
- 1,598 MiMo-V2.6 Pro
- 1,596 MiMo-V2.6 Flash
- 1,593
Gemini 3.8 Flash
- 1,586 Grok 4.7
- 1,579 Kimi K3
- 1,578 GLM-5.3-Flash
- 1,577 Claude Opus 4.7
- 1,577
Qwen 3.8 27B
- 1,571 GPT-6 Luna
- 1,562 Grok 4.5
- 1,550
Step 5 Preview
- 1,545
Gemini 3.6 Flash
- 1,543 Claude Opus 4.6
- 1,541 GPT-5.6 Terra
- 1,540 Claude Sonnet 5
- 1,540
Muse Spark 1.1
- 1,532 GPT-5.5
- 1,529 Claude Sonnet 4.6
- 1,521 Kimi K2.6
- 1,517 GPT-5.6 Luna
- 1,513 Kimi K2.7 Code
- 1,510
Seed2.1 Pro
- 1,504
Gemini 3.5 Flash
- 1,481
Gemini 3.1 Pro
- 1,472
Qwen 3.6 Plus
- 1,470
MiniMax-M3
- 1,450
Gemini 3 Flash
- 1,448
Gemini 3.5 Flash-Lite
- 1,443 GPT-5.3 Codex
- 1,441
Gemini 3 Pro
- 1,439 Kimi K2.5
- 1,436 GPT-5.4
- 1,425 GLM-5V-Turbo
- 1,421 GPT-5.1
- 1,410
Inkling-Small
- 1,407
Nemotron 3.5 Super VL
- 1,375 Grok 4.3
- 1,361
Mistral Large 3
- 1,336
Gemini 3.1 Flash-Lite
- 1,285
Gemini 2.5 Pro
Bars start at 1,200.
- 1 Claude Opus 5.5 max 1,753
- 2 Claude Sonnet 5.5 xhigh 1,737
- 3 GPT-6 Astra max 1,726
- 4 Claude Fable 5.1 max 1,722
- 5 GPT-6.1 Sol max 1,702
- 6 Claude Opus 5 max 1,662
- 7 GPT-6 Sol max 1,660
- 8
Muse Spark 1.3 max 1,640
- 9
Qwen3.8 Max (0902) 1,637
- 10 Claude Fable 5 high 1,623
- 11
Qwen 3.8 Max 1,615
- 12 GPT-5.6 Sol 1,609
- 13
DeepSeek V4.1 Flash max 1,606
- 14 Grok 4.6 high 1,603
- 15
Gemini 3.7 Flash high 1,599
- 16 MiMo-V2.6 Pro 1,598
- 17 MiMo-V2.6 Flash 1,596
- 18
Gemini 3.8 Flash high 1,593
- 19 Grok 4.7 xhigh 1,586
- 20 Kimi K3 max 1,579
- 21 GLM-5.3-Flash 1,578
- 22 Claude Opus 4.7 high 1,577
- 23
Qwen 3.8 27B 1,577
- 24 GPT-6 Luna max 1,571
- 25 Grok 4.5 1,562
- 26
Step 5 Preview high 1,550
- 27
Gemini 3.6 Flash high 1,545
- 28 Claude Opus 4.6 high 1,543
- 29 GPT-5.6 Terra 1,541
- 30 Claude Sonnet 5 high 1,540
- 31
Muse Spark 1.1 1,540
- 32 GPT-5.5 1,532
- 33 Claude Sonnet 4.6 1,529
- 34 Kimi K2.6 1,521
- 35 GPT-5.6 Luna 1,517
- 36 Kimi K2.7 Code 1,513
- 37
Seed2.1 Pro 1,510
- 38
Gemini 3.5 Flash medium 1,504
- 39
Gemini 3.1 Pro 1,481
- 40
Qwen 3.6 Plus 1,472
- 41
MiniMax-M3 1,470
- 42
Gemini 3 Flash 1,450
- 43
Gemini 3.5 Flash-Lite 1,448
- 44 GPT-5.3 Codex 1,443
- 45
Gemini 3 Pro 1,441
- 46 Kimi K2.5 thinking 1,439
- 47 GPT-5.4 1,436
- 48 GLM-5V-Turbo 1,425
- 49 GPT-5.1 high 1,421
- 50
Inkling-Small 1,410
- 51
Nemotron 3.5 Super VL nvfp4 1,407
- 52 Grok 4.3 1,375
- 53
Mistral Large 3 1,361
- 54
Gemini 3.1 Flash-Lite 1,336
- 55
Gemini 2.5 Pro Jun 2025 1,285
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 | 1,753 | max | Sep 2026 | Official leaderboard |
| 2 | Claude Sonnet 5.5 | 1,737 | xhigh | Sep 2026 | Official leaderboard |
| 3 | GPT-6 Astra | 1,726 | max | Sep 2026 | Official leaderboard |
| 4 | Claude Fable 5.1 | 1,722 | max | Sep 2026 | Official leaderboard |
| 5 | GPT-6.1 Sol | 1,702 | max | Sep 2026 | Official leaderboard |
| 6 | Claude Opus 5 | 1,662 | max | Jul 2026 | Official leaderboard |
| 7 | GPT-6 Sol | 1,660 | max | Sep 2026 | Official leaderboard |
| 8 | | 1,640 | max | Sep 2026 | Official leaderboard |
| 9 | | 1,637 | Sep 2026 | Official leaderboard | |
| 10 | Claude Fable 5 | 1,623 | high | Jun 2026 | Official leaderboard |
| 11 | | 1,615 | Aug 2026 | Official leaderboard | |
| 12 | GPT-5.6 Sol | 1,609 | xHigh, Codex | Jul 2026 | Official leaderboard |
| 13 | | 1,606 | max | Sep 2026 | Official leaderboard |
| 14 | Grok 4.6 | 1,603 | high | Aug 2026 | Official leaderboard |
| 15 | | 1,599 | high | Aug 2026 | Official leaderboard |
| 16 | MiMo-V2.6 Pro | 1,598 | Sep 2026 | Official leaderboard | |
| 17 | MiMo-V2.6 Flash | 1,596 | Sep 2026 | Official leaderboard | |
| 18 | | 1,593 | high | Sep 2026 | Official leaderboard |
| 19 | Grok 4.7 | 1,586 | xhigh | Sep 2026 | Official leaderboard |
| 20 | Kimi K3 | 1,579 | max | Jul 2026 | Official leaderboard |
| 21 | GLM-5.3-Flash | 1,578 | Aug 2026 | Official leaderboard | |
| 22 | Claude Opus 4.7 | 1,577 | high | Apr 2026 | Official leaderboard |
| 23 | | 1,577 | Aug 2026 | Official leaderboard | |
| 24 | GPT-6 Luna | 1,571 | max | Sep 2026 | Official leaderboard |
| 25 | Grok 4.5 | 1,562 | Jul 2026 | Official leaderboard | |
| 26 | | 1,550 | high | Sep 2026 | Official leaderboard |
| 27 | | 1,545 | high | Jul 2026 | Official leaderboard |
| 28 | Claude Opus 4.6 | 1,543 | high | Feb 2026 | Official leaderboard |
| 29 | GPT-5.6 Terra | 1,541 | xHigh, Codex | Jul 2026 | Official leaderboard |
| 30 | Claude Sonnet 5 | 1,540 | high | Jun 2026 | Official leaderboard |
| 31 | | 1,540 | Jul 2026 | Official leaderboard | |
| 32 | GPT-5.5 | 1,532 | xHigh, Codex | Apr 2026 | Official leaderboard |
| 33 | Claude Sonnet 4.6 | 1,529 | Feb 2026 | Official leaderboard | |
| 34 | Kimi K2.6 | 1,521 | Apr 2026 | Official leaderboard | |
| 35 | GPT-5.6 Luna | 1,517 | xHigh, Codex | Jul 2026 | Official leaderboard |
| 36 | Kimi K2.7 Code | 1,513 | Jun 2026 | Official leaderboard | |
| 37 | | 1,510 | Jun 2026 | Official leaderboard | |
| 38 | | 1,504 | medium | May 2026 | Official leaderboard |
| 39 | | 1,481 | Feb 2026 | Official leaderboard | |
| 40 | | 1,472 | Mar 2026 | Official leaderboard | |
| 41 | | 1,470 | Jun 2026 | Official leaderboard | |
| 42 | | 1,450 | Dec 2025 | Official leaderboard | |
| 43 | | 1,448 | Jul 2026 | Official leaderboard | |
| 44 | GPT-5.3 Codex | 1,443 | Codex | Feb 2026 | Official leaderboard |
| 45 | | 1,441 | Nov 2025 | Official leaderboard | |
| 46 | Kimi K2.5 | 1,439 | thinking | Jan 2026 | Official leaderboard |
| 47 | GPT-5.4 | 1,436 | Mar 2026 | Official leaderboard | |
| 48 | GLM-5V-Turbo | 1,425 | Apr 2026 | Official leaderboard | |
| 49 | GPT-5.1 | 1,421 | high | Nov 2025 | Official leaderboard |
| 50 | | 1,410 | Jul 2026 | Official leaderboard | |
| 51 | | 1,407 | nvfp4 | Oct 2026 | Official leaderboard |
| 52 | Grok 4.3 | 1,375 | Apr 2026 | Official leaderboard | |
| 53 | | 1,361 | Dec 2025 | Official leaderboard | |
| 54 | | 1,336 | Mar 2026 | Official leaderboard | |
| 55 | | 1,285 | Jun 2025 | Official leaderboard |
More effort adds a median 44 elo
Models the leaderboard ran at two or more effort levels. We don’t have enough cost data here to say what the extra effort costs.
7 models have held number one since its release in Apr 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
No lab model card reports it yet
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark.
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