Rankings
89 models, 6 on the Pareto frontier
Capability vs price
Capability score vs. input price per 1M tokens, 89 models
- Better value: more capable, lower price
- Pareto frontier
OhMyGPT
Capability scores are from Epoch AI’s Epoch Capabilities Index (CC BY 4.0, as of 2026-11-02), which combines dozens of benchmarks with GPT-5 set at 150. epoch.ai/eci
Price: our current input price per 1M tokens in USD, lowest across channels. Dated snapshots and resold copies of the same model are merged into one point; free models are not shown.
Shaded area: capability above and price below the median of all models. Pareto frontier: no other model is both cheaper and more capable.
Capability
Longer bar, more capable.
- OpenAI
- Anthropic
- codex
OhMyGPT
Full rankings
Sorted by capability score, descending.
| # | Model | Capability | Human preference | Input price | Output price | Context |
|---|---|---|---|---|---|---|
| 1 | GPT-6 AstraPareto frontierTextImagetoTextRegionGlobal, United States | 169 | 1441 | $9.00–$18.00list $10.00-10% | $45.00–$67.50list $50.00-10% | 1.1M |
| 2 | Claude Opus 5.5Pareto frontierTextImagePDFtoTextRegionUnited States | 168 | 1516 | $4.40 | $22.00 | 1M |
| 3 | GPT-6.1 TerraPareto frontierTextImagetoTextRegionGlobal | 168 | — | $0.90–$1.80list $1.00-10% | $4.50–$6.75list $5.00-10% | 1.1M |
| 4 | GPT-6.1 SolTextImagetoTextRegionGlobal, United States | 168 | 1446 | $1.80–$3.60list $2.00-10% | $9.00–$13.50list $10.00-10% | 1.1M |
| 5 | Claude Sonnet 5.5TextImagePDFtoTextRegionUnited States | 167 | 1473 | $2.20 | $11.00 | 1M |
| 6 | Claude Fable 5.1TextImagePDFtoTextRegionUnited States | 166 | 1514 | $11.00 | $55.00 | 1M |
| 7 | Gemini 4 ArgonTextImageAudioVideoPDFtoTextRegionGlobal, United States | 166 | 1529 | $1.80list $2.00-10% | $9.00list $10.00-10% | 1M |
| 8 | Claude Opus 5TextImagePDFtoTextRegionUnited States | 164 | 1504 | $5.50 | $27.50 | 1M |
| 9 | GPT-6 SolTextImagetoTextRegionGlobal, United States | 164 | 1397 | $1.80–$3.60list $2.00-10% | $9.00–$13.50list $10.00-10% | 1.1M |
| 10 | GPT-5.5 ProTextImagetoTextRegionUnited States | 163 | — | $27.00–$54.00list $30.00-10% | $162.00–$243.00list $180.00-10% | 1.1M |
| 11 | Claude Fable 5TextImagePDFtoTextRegionUnited States | 163 | 1492 | $11.00 | $55.00 | 1M |
| 12 | GPT-5.6 Sol (Reseller)TextImagetoTextRegionChina | 163 | 1457 | $2.50–$5.00 | $15.00–$22.50 | 1.1M |
| 13 | Claude Haiku 5.5Pareto frontierTextImagePDFtoTextRegionUnited States | 160 | 1401 | $0.11 | $0.55 | 1M |
| 14 | GPT-5.6 Terra (Reseller)TextImagetoTextRegionChina | 160 | 1448 | $1.00–$2.00 | $6.00–$9.00 | 1.1M |
| 15 | Claude Opus 4.8TextImagePDFtoTextRegionUnited States | 160 | 1454 | $5.50 | $27.50 | 1M |
| 16 | GPT-5.5 (Reseller)TextImagetoTextRegionChina | 159 | 1467 | $2.50 | $15.00 | 1.1M |
| 17 | DeepSeek V4.1 Flash 1017Pareto frontierTextImagetoTextRegionChina, Global | 159 | — | $0.015–$0.292list $0.30-95% | $0.06–$1.168list $1.20-95% | 1M |
| 18 | Kimi K3TextImageVideotoTextRegionChina, United States | 158 | 1476 | $2.92–$4.50 | $14.60–$22.50 | 1M |
| 19 | Gemini 3.7 FlashTextImageAudioVideoPDFtoTextRegionGlobal, United States | 158 | 1489 | $0.675list $0.75-10% | $3.375list $3.75-10% | 1M |
| 20 | Qwen3.8 MaxTextImagetoTextRegionGlobal (HK/DE/JP), United States | 158 | 1483 | $1.485–$2.00list $1.65-10% | $4.4559–$6.00list $4.951-10% | 1M |
| 21 | Gemini 3.8 FlashTextImageAudioVideoPDFtoTextRegionGlobal, United States | 158 | 1498 | $0.675list $0.75-10% | $3.375list $3.75-10% | 1M |
| 22 | GPT-5.4TextImagetoTextRegionGlobal, United States | 157 | 1452 | $2.25–$4.50list $2.50-10% | $13.50–$20.25list $15.00-10% | 1.1M |
| 23 | Claude Sonnet 5TextImagePDFtoTextRegionUnited States | 157 | 1443 | $2.20 | $11.00 | 1M |
| 24 | Grok 4.6TextImagetoTextRegionUnited States | 157 | 1429 | $2.20 | $6.60 | 500K |
| 25 | GPT-6 LunaTextImagetoTextRegionGlobal, United States | 157 | 1389 | $0.09–$0.18list $0.10-10% | $0.45–$0.675list $0.50-10% | 1.1M |
| 26 | Claude Opus 4.7TextImagePDFtoTextRegionUnited States | 157 | 1483 | $5.50 | $27.50 | 1M |
| 27 | GPT-5.6 LunaTextImagetoTextRegionGlobal, United States | 157 | 1431 | $0.18–$0.36list $0.20-10% | $1.08–$1.62list $1.20-10% | 1.1M |
| 28 | GLM-5.3TexttoTextRegionChina, Global, United States | 156 | 1474 | $0.07–$2.10list $1.40-95% | $0.22–$6.60list $4.40-95% | 1M |
| 29 | DeepSeek V4.1 FlashTextImagetoTextRegionChina, Global (HK/DE/JP), United States | 156 | — | $0.073–$0.283list $0.146-50% | $0.292–$1.131list $0.584-50% | 1M |
| 30 | DeepSeek V4 Pro 0813TexttoTextRegionChina, Global (HK/DE/JP) | 156 | 1446 | $0.636–$1.314 | $1.908–$3.942 | 1M |
| 31 | Claude Opus 4.6TextImagePDFtoTextRegionUnited States | 156 | 1496 | $5.50 | $27.50 | 1M |
| 32 | Gemini 3.1 Pro PreviewTextImageAudioVideoPDFtoTextRegionGlobal, United States | 155 | 1480 | $1.80list $2.00-10% | $10.80list $12.00-10% | 1M |
| 33 | Gemini 3.5 FlashTextImageAudioVideoPDFtoTextRegionGlobal, United States | 155 | 1482 | $0.675–$1.35list $0.75-10% | $3.375–$8.10list $3.75-10% | 1M |
| 34 | DeepSeek V4 Flash 0731TexttoTextRegionGlobal (HK/DE/JP) | 155 | — | $0.1104list $0.138-20% | $0.22list $0.275-20% | 1M |
| 35 | Gemini 3.6 FlashTextImageAudioVideoPDFtoTextRegionGlobal, United States | 155 | 1480 | $0.675list $0.75-10% | $3.375list $3.75-10% | 1M |
| 36 | Grok 4.7TextImagetoTextRegionUnited States | 155 | 1398 | $2.20 | $6.60 | 500K |
| 37 | Grok 4.5TextImagetoTextRegionUnited States | 154 | 1448 | $2.20 | $6.60 | 500K |
| 38 | GPT-5.2TextImagetoTextRegionGlobal, United States | 154 | 1412 | $1.575list $1.75-10% | $12.60list $14.00-10% | 400K |
| 39 | GLM-5.3-FlashPareto frontierTextImageVideoPDFtoTextRegionChina, Global, United States | 153 | 1473 | $0.0075–$0.15list $0.15-95% | $0.025–$0.50list $0.50-95% | 1M |
| 40 | Claude Sonnet 4.6TextImagePDFtoTextRegionUnited States | 153 | 1458 | $3.30 | $16.50 | 1M |
| 41 | GLM-5.2TexttoTextRegionChina, Global (HK/DE/JP) | 152 | 1470 | $0.66–$0.9344list $1.10-40% | $2.3106–$3.2704list $3.851-40% | 1M |
| 42 | Gemini 3 Flash PreviewTextImageVideoPDFtoTextRegionGlobal, United States | 152 | 1466 | $0.45list $0.50-10% | $2.70list $3.00-10% | 1M |
| 43 | Kimi K2.6TextImagetoTextRegionChina | 151 | 1456 | $1.045 | $4.40 | 262K |
| 44 | GPT-5 ProTextImagetoTextRegionUnited States | 151 | — | $13.50list $15.00-10% | $108.00list $120.00-10% | 400K |
| 45 | Mistral Large 4TextImagePDFtoTextRegionFrance | 151 | 1430 | $1.496 | $4.598 | 1M |
| 46 | Kimi K2.7 CodeTextImagetoTextRegionChina, Global (HK/DE/JP) | 150 | — | $0.71512–$1.045list $0.8939-20% | $2.97048–$4.40list $3.7131-20% | 262K |
| 47 | Claude Opus 4.5TextImagePDFtoTextRegionUnited States | 150 | 1451 | $5.50 | $27.50 | 200K |
| 48 | GPT-5TextImagetoTextRegionGlobal, United States | 150 | 1406 | $1.125list $1.25-10% | $9.00list $10.00-10% | 400K |
| 49 | GPT-5.1TextImageAudiotoTextImageAudioRegionGlobal, United States | 150 | 1422 | $1.125list $1.25-10% | $9.00list $10.00-10% | 400K |
| 50 | GLM-5.1TexttoTextRegionChina, Global (HK/DE/JP) | 150 | 1463 | $0.66–$0.9636list $0.825-20% | $2.6408–$3.8544list $3.301-20% | 200K |
| 51 | DeepSeek V4 Pro 0423TexttoTextRegionGlobal (HK/DE/JP), United States | 149 | 1451 | $0.99–$2.31list $1.65-40% | $1.9806–$4.84list $3.301-40% | 1M |
| 52 | GPT-5.4 Mini (Reseller)TextImagetoTextRegionChina | 149 | 1412 | $0.375 | $2.25 | 1.1M |
| 53 | tInklingTextImageAudiotoTextRegionUnited States | 149 | 1443 | $1.00 | $4.05 | 1M |
| 54 | Kimi K2.5TextImagetoTextRegionChina, Global (HK/DE/JP), United States | 148 | 1445 | $0.4592–$0.66list $0.574-20% | $2.4088–$3.30list $3.011-20% | 262K |
| 55 | o3-proTextImagetoTextRegionUnited States | 147 | — | $18.00list $20.00-10% | $72.00list $80.00-10% | 200K |
| 56 | MiniMax M3TextImageVideotoTextRegionChina, United States | 147 | 1431 | $0.30–$0.33 | $1.20–$1.32 | 1M |
| 57 | o3TextImagetoTextRegionUnited States | 147 | 1410 | $1.80list $2.00-10% | $7.20list $8.00-10% | 200K |
| 58 | Claude Sonnet 4.5TextImagePDFtoTextRegionUnited States | 147 | 1439 | $3.30 | $16.50 | 200K |
| 59 | MiniMax M2.5TexttoTextRegionChina, United States | 147 | 1359 | $0.33 | $1.32 | 205K |
| 60 | GPT-5.4 NanoTextImagetoTextRegionGlobal, United States | 146 | 1372 | $0.18list $0.20-10% | $1.125list $1.25-10% | 400K |
| 61 | Kimi K2 ThinkingTextImagetoTextRegionChina, United States | 146 | — | $0.66 | $2.75 | 262K |
| 62 | GLM-5TexttoTextRegionChina, United States | 146 | 1446 | $0.6424–$1.10 | $2.8908–$3.52 | 128K |
| 63 | GPT-5 MiniTextImagetoTextRegionGlobal, United States | 145 | 1373 | $0.225list $0.25-10% | $1.80list $2.00-10% | 400K |
| 64 | Gemini 3.5 Flash-LiteTextImageAudioVideoPDFtoTextRegionGlobal, United States | 145 | 1435 | $0.27list $0.30-10% | $2.25list $2.50-10% | 1M |
| 65 | Gemini 3.1 Flash LiteTextImageAudioVideoPDFtoTextRegionGlobal, United States | 144 | 1416 | $0.225list $0.25-10% | $1.35list $1.50-10% | 1M |
| 66 | Gemini 3.1 Flash Lite PreviewTextImageAudioVideoPDFtoTextRegionUnited States | 144 | 1416 | $0.225list $0.25-10% | $1.35list $1.50-10% | 1M |
| 67 | Claude Opus 4.1 (20250805)TextImagePDFtoTextRegionUnited States | 144 | 1419 | $16.50 | $82.50 | 200K |
| 68 | GLM-4.7TexttoTextRegionChina, United States | 144 | 1435 | $0.3212–$0.66 | $1.2848–$2.42 | 200K |
| 69 | Claude Haiku 4.5TextImagePDFtoTextRegionUnited States | 142 | 1397 | $1.10 | $5.50 | 200K |
| 70 | GPT OSS 120BTexttoTextRegionUnited States | 140 | 1365 | $0.15–$0.385 | $0.60–$0.825 | 128K |
| 71 | DeepSeek V3.1TexttoTextRegionUnited States | 140 | 1420 | $0.638–$0.66 | $1.848–$1.87 | 128K |
| 72 | GPT-5 NanoTextImagetoTextRegionGlobal, United States | 139 | 1320 | $0.045list $0.05-10% | $0.36list $0.40-10% | 400K |
| 73 | Qwen3 235B A22BTexttoTextRegionUnited States | 139 | 1366 | $0.22–$0.242 | $0.66–$0.968 | 128K |
| 74 | DeepSeek R1TexttoTextRegionChina, United States | 139 | 1373 | $0.584–$3.30 | $2.336–$7.70 | 128K |
| 75 | Qwen3 32BTexttoTextRegionUnited States | 138 | 1340 | $0.165 | $0.66 | 131K |
| 76 | GPT OSS 20BTexttoTextRegionUnited States | 138 | 1287 | $0.055–$0.0825 | $0.22–$0.33 | 128K |
| 77 | GPT-4.1TextImagetoTextRegionUnited States | 137 | 1383 | $1.80list $2.00-10% | $7.20list $8.00-10% | 1M |
| 78 | GPT-4.1 MiniTextImagetoTextRegionUnited States | 135 | 1340 | $0.36list $0.40-10% | $1.44list $1.60-10% | 1M |
| 79 | Llama 4 Maverick 17B InstructTextImagetoTextRegionUnited States | 132 | 1287 | $0.264 | $1.067 | 1M |
| 80 | Llama 4 Scout 17B 16E InstructTextImagetoTextRegionUnited States | 130 | 1279 | $0.187 | $0.726 | 131K |
| 81 | Qwen2.5 72B InstructTexttoTextRegionUnited States | 129 | 1269 | $1.32 | $1.32 | 128K |
| 82 | Llama 3.1 405B InstructTexttoTextRegionUnited States | 129 | — | $3.85 | $3.85 | 128K |
| 83 | GPT-4o-miniTextImagetoTextRegionUnited States | 126 | 1286 | $0.135list $0.15-10% | $0.54list $0.60-10% | 128K |
| 84 | Llama 3.1 70B InstructTexttoTextRegionUnited States | 126 | 1261 | $0.792 | $0.792 | 128K |
| 85 | Gemma 2 27BTexttoTextRegionUnited States | 122 | 1231 | $0.88 | $0.88 | 128K |
| 86 | Gemma 2 9BTexttoTextRegionUnited States | 120 | 1207 | $0.33 | $0.33 | 128K |
| 87 | Open Mistral NemoImageTexttoTextRegionFrance | 119 | — | $0.165 | $0.165 | 128K |
| 88 | Qwen2.5 7B InstructTexttoTextRegionUnited States | 118 | — | $1.32 | $1.32 | 128K |
| 89 | Llama 3.1 8B InstructTexttoTextRegionUnited States | 116 | 1187 | $0.055–$0.242 | $0.088–$0.242 | 128K |
Capability scores are from Epoch AI’s Epoch Capabilities Index (CC BY 4.0, as of 2026-11-02), which combines dozens of benchmarks with GPT-5 set at 150. epoch.ai/eci
Human preference ratings are from the LMArena Text Arena (CC BY 4.0, as of 2026-10-28): Elo ratings from blind votes, on a different scale from capability scores. lmarena.ai/leaderboard/text