One prompt. One shot. Different AI models.
We give the same zero-shot prompt to different AI models and publish the results unedited – games, 3D visualizations, maps and tools in plain HTML. See what today's AI can really do.
- Quality
- 94
- UX
- 91
- Cost
- ≈ $0.10
- Time
- 11 min
- Quality
- 100
- UX
- 100
- Cost
- ≈ $0.11
- Time
- 31 min
- Quality
- 97
- UX
- 100
- Cost
- ≈ $0.070
- Time
- 7:13 min
- Quality
- 98
- UX
- 78
- Cost
- ≈ $0.090
- Time
- 9:52 min
- Quality
- 100
- UX
- 90
- Cost
- ≈ $0.086
- Time
- 8:47 min
- Quality
- 95
- UX
- 80
- Cost
- $0.25
- Time
- 46 min
- Quality
- 100
- UX
- 100
- Cost
- $0.19
- Time
- 36 min
- Quality
- 81
- UX
- 74
- Cost
- $0.045
- Time
- 6:37 min
- Quality
- 100
- UX
- 89
- Cost
- $0.27
- Time
- 42 min
- Quality
- 74
- UX
- 84
- Cost
- $0.30
- Time
- 4:23 min
- Quality
- 89
- UX
- 100
- Cost
- $0.35
- Time
- 5:20 min
- Quality
- 97
- UX
- 95
- Cost
- $0.27
- Time
- 3:52 min
- Quality
- 98
- UX
- 84
- Cost
- $0.40
- Time
- 6:34 min
- Quality
- 96
- UX
- 76
- Cost
- $0.37
- Time
- 5:17 min
- Quality
- 100
- UX
- 81
- Cost
- $0.21
- Time
- 4:53 min
- Quality
- 100
- UX
- 79
- Cost
- $0.26
- Time
- 8:19 min
- Quality
- 100
- UX
- 96
- Cost
- $0.12
- Time
- 3:30 min
- Quality
- 99
- UX
- 70
- Cost
- $0.21
- Time
- 6:54 min
- Quality
- 98
- UX
- 63
- Cost
- $0.29
- Time
- 8:18 min
- Quality
- 95
- UX
- 84
- Cost
- ≈ $1.70
- Time
- 15 min
- Quality
- 100
- UX
- 100
- Cost
- ≈ $1.81
- Time
- 17 min
- Quality
- 83
- UX
- 79
- Cost
- ≈ $1.04
- Time
- 7:05 min
- Quality
- 98
- UX
- 80
- Cost
- ≈ $2.11
- Time
- 37 min
- Quality
- 98
- UX
- 83
- Cost
- ≈ $1.42
- Time
- 11 min
- Quality
- 93
- UX
- 89
- Cost
- ≈ $2.93
- Time
- 38 min
- Quality
- 99
- UX
- 100
- Cost
- ≈ $3.95
- Time
- 67 min
- Quality
- 97
- UX
- 97
- Cost
- ≈ $2.65
- Time
- 14 min
- Quality
- 82
- UX
- 65
- Cost
- ≈ $4.33
- Time
- 49 min
- Quality
- 99
- UX
- 89
- Cost
- ≈ $4.00
- Time
- 22 min
- Quality
- 96
- UX
- 74
- Cost
- $0.00811
- Time
- 1:12 min
- Quality
- 98
- UX
- 88
- Cost
- $0.00819
- Time
- 1:26 min
- Quality
- 100
- UX
- 85
- Cost
- $0.00898
- Time
- 1:38 min
- Quality
- 98
- UX
- 62
- Cost
- $0.00800
- Time
- 1:22 min
- Quality
- 90
- UX
- 87
- Cost
- $0.015
- Time
- 1:48 min
- Quality
- 100
- UX
- 79
- Cost
- $0.26
- Time
- 2:27 min
- Quality
- 81
- UX
- 69
- Cost
- $0.29
- Time
- 3:11 min
- Quality
- 100
- UX
- 90
- Cost
- $0.18
- Time
- 2:15 min
- Quality
- 100
- UX
- 70
- Cost
- $0.24
- Time
- 3:13 min
- Quality
- 100
- UX
- 93
- Cost
- $0.28
- Time
- 2:56 min
- Quality
- 82
- UX
- 52
- Cost
- $0.45
- Time
- 6:34 min
- Quality
- 81
- UX
- 100
- Cost
- $0.32
- Time
- 7:11 min
- Quality
- 99
- UX
- 73
- Cost
- $0.26
- Time
- 5:09 min
- Quality
- 97
- UX
- 64
- Cost
- $0.56
- Time
- 9:56 min
- Quality
- 98
- UX
- 71
- Cost
- $0.56
- Time
- 7:43 min
- Quality
- 91
- UX
- 81
- Cost
- $0.047
- Time
- 5:45 min
- Quality
- 100
- UX
- 100
- Cost
- $0.044
- Time
- 5:24 min
- Quality
- 92
- UX
- 92
- Cost
- $0.037
- Time
- 4:33 min
- Quality
- 97
- UX
- 87
- Cost
- $0.056
- Time
- 6:57 min
- Quality
- 100
- UX
- 99
- Cost
- $0.060
- Time
- 6:53 min
- Quality
- 100
- UX
- 76
- Cost
- $1.04
- Time
- 4:25 min
- Quality
- 100
- UX
- 77
- Cost
- $2.06
- Time
- 11 min
- Quality
- 100
- UX
- 89
- Cost
- $0.78
- Time
- 4:18 min
- Quality
- 99
- UX
- 62
- Cost
- $1.50
- Time
- 9:17 min
- Quality
- 98
- UX
- 92
- Cost
- $2.26
- Time
- 10 min
- Quality
- 81
- UX
- 72
- Cost
- $0.12
- Time
- –
- Quality
- 98
- UX
- 100
- Cost
- $0.10
- Time
- 3:10 min
- Quality
- 96
- UX
- 83
- Cost
- $0.10
- Time
- 2:31 min
- Quality
- 81
- UX
- 73
- Cost
- $0.12
- Time
- 4:03 min
- Quality
- 78
- UX
- 96
- Cost
- $0.12
- Time
- 3:38 min
- Quality
- 81
- UX
- 94
- Cost
- $0.082
- Time
- 4:22 min
- Quality
- 100
- UX
- 100
- Cost
- $0.044
- Time
- 2:26 min
- Quality
- 87
- UX
- 75
- Cost
- $0.055
- Time
- 3:05 min
- Quality
- 79
- UX
- 76
- Cost
- $0.062
- Time
- 3:24 min
- Quality
- 98
- UX
- 93
- Cost
- $0.13
- Time
- 7:31 min
- Quality
- 97
- UX
- 87
- Cost
- $0.043
- Time
- 54 s
- Quality
- 100
- UX
- 100
- Cost
- $0.029
- Time
- 33 s
- Quality
- 98
- UX
- 100
- Cost
- $0.030
- Time
- 35 s
- Quality
- 96
- UX
- 86
- Cost
- $0.039
- Time
- 48 s
- Quality
- 100
- UX
- 70
- Cost
- $0.053
- Time
- 1:23 min
- Quality
- 78
- UX
- 85
- Cost
- $0.11
- Time
- 2:18 min
- Quality
- 79
- UX
- 100
- Cost
- $0.078
- Time
- 1:52 min
- Quality
- 100
- UX
- 97
- Cost
- $0.11
- Time
- 2:52 min
- Quality
- 98
- UX
- 89
- Cost
- $0.100
- Time
- 2:17 min
- Quality
- 80
- UX
- 80
- Cost
- $0.11
- Time
- 2:47 min
- Quality
- 79
- UX
- 64
- Cost
- $0.00687
- Time
- 43 s
- Quality
- 81
- UX
- 80
- Cost
- $0.00598
- Time
- 35 s
- Quality
- 88
- UX
- 95
- Cost
- $0.00537
- Time
- 33 s
- Quality
- 64
- UX
- 66
- Cost
- $0.00782
- Time
- 48 s
- Quality
- 79
- UX
- 74
- Cost
- $0.00837
- Time
- 48 s
- Quality
- 97
- UX
- 80
- Cost
- $0.33
- Time
- 2:05 min
- Quality
- 98
- UX
- 100
- Cost
- $0.34
- Time
- 2:29 min
- Quality
- 98
- UX
- 81
- Cost
- $0.36
- Time
- 2:35 min
- Quality
- 99
- UX
- 62
- Cost
- $0.34
- Time
- 2:46 min
- Quality
- 98
- UX
- 66
- Cost
- $0.31
- Time
- 2:34 min
- Quality
- 98
- UX
- 87
- Cost
- $0.12
- Time
- 1:19 min
- Quality
- 99
- UX
- 100
- Cost
- $0.079
- Time
- 49 s
- Quality
- 100
- UX
- 77
- Cost
- $0.083
- Time
- 54 s
- Quality
- 82
- UX
- 72
- Cost
- $0.12
- Time
- 1:26 min
- Quality
- 97
- UX
- 87
- Cost
- $0.11
- Time
- 1:15 min
- Quality
- 99
- UX
- 83
- Cost
- $0.00413
- Time
- 8 s
- Quality
- 97
- UX
- 100
- Cost
- $0.00385
- Time
- 8 s
- Quality
- 82
- UX
- 87
- Cost
- $0.00452
- Time
- 8 s
- Quality
- 99
- UX
- 72
- Cost
- $0.00544
- Time
- 9 s
- Quality
- 95
- UX
- 79
- Cost
- $0.00351
- Time
- 7 s
- Quality
- 95
- UX
- 94
- Cost
- $0.28
- Time
- 3:44 min
- Quality
- 89
- UX
- 100
- Cost
- $0.30
- Time
- 4:09 min
- Quality
- 97
- UX
- 100
- Cost
- $0.21
- Time
- 2:45 min
- Quality
- 96
- UX
- 84
- Cost
- $0.38
- Time
- 5:32 min
- Quality
- 89
- UX
- 87
- Cost
- $0.32
- Time
- 4:36 min
- Quality
- 78
- UX
- 71
- Cost
- $0.38
- Time
- 2:12 min
- Quality
- 98
- UX
- 100
- Cost
- $0.33
- Time
- 1:51 min
- Quality
- 100
- UX
- 98
- Cost
- $0.41
- Time
- 2:21 min
- Quality
- 97
- UX
- 73
- Cost
- $0.55
- Time
- 3:02 min
- Quality
- 98
- UX
- 69
- Cost
- $0.40
- Time
- 2:11 min
- Quality
- 79
- UX
- 85
- Cost
- $0.00
- Time
- 6:20 min
- Quality
- 98
- UX
- 100
- Cost
- $0.00
- Time
- 4:49 min
- Quality
- 97
- UX
- 100
- Cost
- $0.00
- Time
- 3:19 min
- Quality
- 97
- UX
- 83
- Cost
- $0.00
- Time
- 4:09 min
- Quality
- 79
- UX
- 80
- Cost
- $0.00
- Time
- 5:57 min
- Quality
- 98
- UX
- 92
- Cost
- $0.41
- Time
- 5:46 min
- Quality
- 80
- UX
- 100
- Cost
- $0.49
- Time
- 7:09 min
- Quality
- 100
- UX
- 87
- Cost
- $0.31
- Time
- 4:24 min
- Quality
- 100
- UX
- 71
- Cost
- $0.53
- Time
- 7:15 min
- Quality
- 98
- UX
- 70
- Cost
- $0.42
- Time
- 5:47 min
- Quality
- 74
- UX
- 96
- Cost
- $0.016
- Time
- 2:15 min
- Quality
- 33
- UX
- 100
- Cost
- $0.012
- Time
- 1:39 min
- Quality
- 98
- UX
- 94
- Cost
- $0.012
- Time
- 1:39 min
- Quality
- 80
- UX
- 86
- Cost
- $0.014
- Time
- 2:02 min
- Quality
- 81
- UX
- 80
- Cost
- $0.017
- Time
- 2:30 min
- Quality
- 81
- UX
- 76
- Cost
- $0.23
- Time
- 1:55 min
- Quality
- 89
- UX
- 100
- Cost
- $0.24
- Time
- 2:06 min
- Quality
- 89
- UX
- 100
- Cost
- $0.12
- Time
- 1:09 min
- Quality
- 96
- UX
- 81
- Cost
- $0.21
- Time
- 1:55 min
- Quality
- 95
- UX
- 72
- Cost
- $0.31
- Time
- 2:38 min
- Quality
- 78
- UX
- 76
- Cost
- $0.019
- Time
- 2:58 min
- Quality
- 98
- UX
- 100
- Cost
- $0.015
- Time
- 2:07 min
- Quality
- 81
- UX
- 87
- Cost
- $0.00854
- Time
- 1:12 min
- Quality
- 100
- UX
- 78
- Cost
- $0.00714
- Time
- 1:14 min
- Quality
- 82
- UX
- 83
- Cost
- $0.025
- Time
- 3:39 min
What is AI Lab?
AI Lab is a public comparison of AI models by Prompts, s. r. o.: 26 models from Anthropic, OpenAI, Google, Mistral, DeepSeek and Z.ai received the same 5 zero-shot prompts, and all 129 outputs are published unedited (as of 17 October 2026).
- 26AI models
- 5identical prompts
- 129unedited outputs
- 82 %work on the first try
- $0–$4.33cost of one output
Every model gets exactly the same prompt text, has a single attempt, and the result is one self-contained HTML file you can run right in your browser. You see what today's AI can really do without human help – not hand-picked marketing demos.
Which tasks do the models solve?
Solar System · GTA-style game · Monitor test · New York & Central Park map · Chess with an engine
- Solar System – An interactive 3D Solar System with real orbital data, time controls and a camera that flies to the planets.
- GTA-style game – A playable open-world city game in the style of the first GTA: cars, pedestrians, police with wanted stars, missions and a minimap.
- Monitor test – A professional monitor test: dead pixels, gradients, black and white level, gamma, sharpness and backlight uniformity.
- New York & Central Park map – An interactive illustrated map of Manhattan with a detailed Central Park, 30+ landmarks, search and a guided tour.
- Chess with an engine – Complete chess with every rule and its own chess engine; the move generator is verified with an objective perft test.
Results in numbers
Summary and a table by model
- 106 of 129 outputs worked on the first attempt (82 %).
- The chess move generator passed every perft test for 13 of 23 models.
- One output cost between $0 and $4.33 at API list prices.
- GPT-6 Astra and GPT-6.1 Sol have the highest average technical quality (99 of 100).
- Mistral Medium 3.5 has the best automatically measured UX (93 of 100).
- Mistral Large 4 (4/5) does not have every prompt yet – more outputs will follow.
| Model | Company | Worked first time | Tech. quality ⌀ | UX ⌀ | Chess – perft | Avg. cost per output |
|---|---|---|---|---|---|---|
| GPT-6 Astra | OpenAI | 5/5 | 99 | 79 | 6/6 | ≈ $1.53 |
| GPT-6.1 Sol | OpenAI | 5/5 | 99 | 78 | 6/6 | ≈ $0.22 |
| Claude Haiku 5.5 | Anthropic | 5/5 | 98 | 92 | 6/6 | ≈ $0.091 |
| Gemini 3.5 Flash-Lite | 5/5 | 98 | 89 | 0/6 | ≈ $0.039 | |
| GPT-5.6 Sol | OpenAI | 5/5 | 98 | 78 | 6/6 | ≈ $0.34 |
| DeepSeek V4.1 Flash | DeepSeek | 5/5 | 96 | 92 | 6/6 | ≈ $0.049 |
| GPT-6 Luna | OpenAI | 5/5 | 96 | 79 | 3/6 | ≈ $0.0096 |
| Gemini 3.1 Flash-Lite | 5/5 | 94 | 84 | 0/6 | ≈ $0.0043 | |
| Mistral Medium 3.5 | Mistral | 5/5 | 93 | 93 | 0/6 | ≈ $0.30 |
| Gemini 4 Argon | 5/5 | 91 | 88 | 6/6 | ≈ $0.34 | |
| Gemini 3.1 Pro | 5/5 | 90 | 86 | 6/6 | ≈ $0.22 | |
| GPT-6 Sol | OpenAI | 4/5 | 96 | 80 | 2/6 | ≈ $0.25 |
| Claude Sonnet 5.5 | Anthropic | 4/5 | 95 | 85 | 6/6 | ≈ $1.62 |
| GPT-5.4 mini | OpenAI | 4/5 | 95 | 84 | 6/6 | ≈ $0.43 |
| GPT-5.6 Terra | OpenAI | 4/5 | 95 | 85 | 6/6 | ≈ $0.10 |
| Claude Opus 5.5 | Anthropic | 4/5 | 94 | 88 | 6/6 | ≈ $3.57 |
| GPT-5.5 | OpenAI | 4/5 | 94 | 82 | 6/6 | ≈ $0.41 |
| Gemma 4 31B | 4/5 | 90 | 90 | – | ≈ $0 | |
| DeepSeek V4 Pro | DeepSeek | 4/5 | 89 | 88 | 6/6 | ≈ $0.075 |
| Codestral 25.08 | Mistral | 4/5 | 88 | 85 | 0/6 | ≈ $0.015 |
| Gemini 3.8 Flash | 4/5 | 87 | 85 | 0/6 | ≈ $0.11 | |
| Mistral Large 4 | Mistral | 3/4 | 94 | 86 | 0/6 | ≈ $0.19 |
| Gemini 3.6 Flash | 3/5 | 87 | 90 | – | ≈ $0.10 | |
| GPT-5.6 Luna | OpenAI | 2/5 | 78 | 76 | – | ≈ $0.0069 |
| Mistral Small 4 | Mistral | 2/5 | 73 | 91 | 0/6 | ≈ $0.014 |
| GLM 5.3 | Z.ai | 1/5 | 91 | 72 | 0/6 | ≈ $0.43 |
Summary by model as of 17 October 2026. Technical quality is an automated 0–100 measurement (Lighthouse, errors during use, smoothness, mobile). UX is an automated 0–100 measurement (button size, layout on phone, tablet and desktop, keyboard use, click feedback, text readability).
See the detailed model leaderboard, output comparison and the blind arena in the menu.
How do we test?
One prompt, one attempt, no edits
The prompt is in English, identical for every model, and carries the same technical rules: one HTML file, no external libraries or images.
The model gets the prompt in a fresh conversation with no history – Claude models in Claude Code, OpenAI models in Codex, DeepSeek and Gemini directly through the API – at medium reasoning effort (or the default where a model has no medium level). Its first answer is saved without any edits, and we record time, token count and cost at the dated API list price.
Function and quality are measured objectively: running in the browser, errors during use, Lighthouse, an automated UX measurement at three screen sizes and the perft chess-rules test. Visitors vote 👍 / 👎 and pick the better of two outputs in the arena.
Frequently asked questions
6 questions and answers
What is a zero-shot prompt?
A zero-shot prompt is a task the model gets without example solutions and without follow-up questions. The model has to understand and solve it on the first attempt.
Why are the outputs not edited?
Because we want to show the model's real ability. A broken output stays in the gallery marked as broken; a fix (20×) is made by the same model as a separate copy and the original file stays unchanged.
How do you measure output quality?
Every output runs automatically in Chrome and we measure performance, accessibility, best practices (Lighthouse), smoothness, errors during use and the mobile layout. UX is measured separately: button size on phones, layout at three screen widths, keyboard use, click feedback and text readability. Chess is additionally verified with perft on 6 standard positions.
How much does one output cost?
Between $0 and $4.33 per output at API list prices. The cost is computed from the tokens actually used, and every model shows the date of its price list.
Which AI model is best for building web apps?
It depends on the task and the budget. GPT-6 Astra and GPT-6.1 Sol lead the automated technical-quality measurement, but differences in visuals and playability are best judged yourself side by side or in the blind arena.
Who is behind AI Lab?
AI Lab is curated by Peter Petruš of Prompts, s. r. o. (Bratislava), which builds custom websites, AI assistants and agents for small and medium-sized businesses. Contact: info@prompts.sk.