Reference table
AI model ranking
Compare leading AI models by benchmark score, provider, API price, and output speed.
Benchmark: Artificial Analysis Intelligence Index, Updated
MethodologyIntelligence ranking
The 15 highest scores on the Intelligence Index. A longer bar is a stronger model; the badge is the reasoning effort the score was measured at.
- 157.6
- 56.0
- 3Claude Opus 5.5XHigh56.0
- 455.8
- 5Claude Opus 5.5High53.6
- 653.4
- 7Claude Fable 5.1XHigh53.2
- 8GPT-6 AstraMax52.7
- 9Gemini 4 ArgonHigh52.6
- 10Muse WonderMax52.4
- 11GPT-6 AstraXHigh52.4
- 12Claude Sonnet 5.5XHigh51.9
- 13GPT-6.1 SolMax51.8
- 14Claude Opus 5.5Medium51.2
- 15Claude Fable 5.1High51.2
Benchmark: Artificial Analysis Intelligence Index, Updated
Intelligence vs cost per task
Each dot is a model at one effort. The line joins the models that score higher than everything cheaper: the best buy at each price.
- Best score for its cost (the frontier)
- Other models
Benchmark: Artificial Analysis Intelligence Index, Updated
Cost per task is what it costs to run one task of the Intelligence Index.
Fastest models
Median output speed in tokens per second, the 10 fastest.
- 1
Institute of Foundation Models · Index 30.5
891 - 2Muse Spark 1.3XHigh
Meta · Index 45.1
283 - 3
Anthropic · Index 43.4
238 - 4
InclusionAI · Index 41.1
213 - 5Claude Haiku 5.5XHigh
Anthropic · Index 41.2
181 - 6Claude Haiku 5.5High
Anthropic · Index 37.8
177 - 7
DeepSeek · Index 39.5
177 - 8
DeepSeek · Index 34.8
173 - 9
Anthropic · Index 29.5
161 - 10Muse WonderMax
Meta · Index 52.4
161
Benchmark: Artificial Analysis Intelligence Index, Updated
Speed is measured by Artificial Analysis.
Cost per task
The 10 cheapest models to run one Intelligence Index task, split into what the model read, thought and wrote.
- Input
- Reasoning
- Answer
- 1GPT-6 LunaMedium
OpenAI · Index 29.9
$0.017 - 2
Anthropic · Index 29.5
$0.024 - 3GPT-6 LunaHigh
OpenAI · Index 32.9
$0.029 - 4GPT-6 LunaXHigh
OpenAI · Index 34.6
$0.042 - 5Claude Haiku 5.5Medium
Anthropic · Index 34.5
$0.047 - 6
Xiaomi · Index 37.9
$0.062 - 7GPT-6 LunaMax
OpenAI · Index 38.1
$0.068 - 8Claude Haiku 5.5High
Anthropic · Index 37.8
$0.079 - 9Claude Haiku 5.5XHigh
Anthropic · Index 41.2
$0.12 - 10GPT-6.1 SolLow
OpenAI · Index 42.1
$0.13
Benchmark: Artificial Analysis Intelligence Index, Updated
Cheapest first; the Index beside each name shows what it buys.
Benchmark board
Model ranking
Rank, model, provider and reasoning effort, Artificial Analysis Intelligence Index, blended API price, cost per task, and output speed.
| Rank | Model | Provider | Index | Blended price | Cost per task | Speed |
|---|---|---|---|---|---|---|
| #1 | Claude Opus 5.5 (Max, Default Fallback) | AnthropicMax effort | 57.6 | $2.940/M | $5.98 | 95.7 tok/s |
| #2 | Claude Sonnet 5.5 (Max, Default Fallback) | AnthropicMax effort | 56.0 | $1.470/M | $5.46 | 132.7 tok/s |
| #3 | Claude Opus 5.5 (Xhigh, Default Fallback) | AnthropicXHigh effort | 56.0 | $2.940/M | $3.46 | 76.0 tok/s |
| #4 | Muse Wonder Full (Max) | MetaMax effort | 55.8 | Not listed | Not listed | Not listed |
| #5 | Claude Opus 5.5 (High, Default Fallback) | AnthropicHigh effort | 53.6 | $2.940/M | $1.82 | 77.1 tok/s |
| #6 | Claude Fable 5.1 (Max, Default Fallback) | AnthropicMax effort | 53.4 | $7.175/M | $7.63 | 71.8 tok/s |
| #7 | Claude Fable 5.1 (Xhigh, Default Fallback) | AnthropicXHigh effort | 53.2 | $7.175/M | $5.98 | 63.3 tok/s |
| #8 | GPT-6 Astra (Max) | OpenAIMax effort | 52.7 | $7.700/M | $3.26 | 44.2 tok/s |
| #9 | Gemini 4 Argon (High) | GoogleHigh effort | 52.6 | $1.470/M | $1.99 | Not listed |
| #10 | Muse Wonder (Max) | MetaMax effort | 52.4 | $2.940/M | $4.52 | 160.5 tok/s |
| #11 | GPT-6 Astra (Xhigh) | OpenAIXHigh effort | 52.4 | $7.700/M | $2.31 | 44.3 tok/s |
| #12 | Claude Sonnet 5.5 (Xhigh, Default Fallback) | AnthropicXHigh effort | 51.9 | $1.470/M | $2.01 | 100.2 tok/s |
| #13 | GPT-6.1 Sol (Max) | OpenAIMax effort | 51.8 | $1.470/M | $0.72 | 48.5 tok/s |
| #14 | Claude Opus 5.5 (Medium, Default Fallback) | AnthropicMedium effort | 51.2 | $2.940/M | $1.34 | 84.8 tok/s |
| #15 | Claude Fable 5.1 (High, Default Fallback) | AnthropicHigh effort | 51.2 | $7.175/M | $3.91 | 55.2 tok/s |
| #16 | GPT-6.1 Sol (Xhigh) | OpenAIXHigh effort | 51.0 | $1.470/M | $0.39 | 51.1 tok/s |
| #17 | GPT-6 Astra (High) | OpenAIHigh effort | 50.9 | $7.700/M | $1.73 | 44.7 tok/s |
| #18 | GPT-6.1 Sol (High) | OpenAIHigh effort | 50.2 | $1.470/M | $0.32 | 50.6 tok/s |
| #19 | GPT-6 Astra (Medium) | OpenAIMedium effort | 49.6 | $7.700/M | $1.54 | 46.2 tok/s |
| #20 | Claude Fable 5.1 (Medium, Default Fallback) | AnthropicMedium effort | 48.9 | $7.175/M | $2.98 | 53.9 tok/s |
| #21 | Muse Spark 1.3 (Max) | MetaMax effort | 48.1 | $0.780/M | $1.60 | 127.7 tok/s |
| #22 | GPT-6.1 Sol (Medium) | OpenAIMedium effort | 47.8 | $1.470/M | $0.21 | 46.4 tok/s |
| #23 | Claude Fable 5.1 (Low, Default Fallback) | AnthropicLow effort | 46.8 | $7.175/M | $2.37 | 56.8 tok/s |
| #24 | Claude Sonnet 5.5 (High, Default Fallback) | AnthropicHigh effort | 46.8 | $1.470/M | $0.88 | 102.7 tok/s |
| #25 | Grok 4.7 (Xhigh) | SpaceXAIXHigh effort | 46.4 | $1.350/M | $3.74 | 79.5 tok/s |
| #26 | Grok 4.7 (High) | SpaceXAIHigh effort | 46.3 | $1.350/M | $2.73 | 76.5 tok/s |
| #27 | MiMo-V2.6-Pro | 46.3 | $0.177/M | $0.13 | 47.3 tok/s | |
| #28 | GPT-6 Astra (Low) | OpenAILow effort | 45.8 | $7.700/M | $0.82 | 42.3 tok/s |
| #29 | Qwen3.8 Max (0902) | 45.4 | $1.175/M | $5.41 | 39.8 tok/s | |
| #30 | Muse Spark 1.3 (Xhigh) | MetaXHigh effort | 45.1 | $0.780/M | $1.37 | 282.8 tok/s |
| #31 | GLM-5.3 (Max) | Z.aiMax effort | 44.8 | $0.902/M | $2.01 | 62.4 tok/s |
| #32 | Step 5 Preview | StepFun | 43.7 | $0.540/M | $1.03 | 90.8 tok/s |
| #33 | Kimi K3 (Max) | KimiMax effort | 43.6 | $2.310/M | $2.00 | 43.3 tok/s |
| #34 | Claude Haiku 5.5 (Max) | AnthropicMax effort | 43.4 | $0.077/M | $0.21 | 238.2 tok/s |
| #35 | Claude Opus 5.5 (Low, Default Fallback) | AnthropicLow effort | 42.3 | $2.940/M | $0.55 | 83.5 tok/s |
| #36 | Grok 4.7 (Low) | SpaceXAILow effort | 42.2 | $1.350/M | $1.25 | 63.7 tok/s |
| #37 | GPT-6.1 Sol (Low) | OpenAILow effort | 42.1 | $1.470/M | $0.13 | 44.3 tok/s |
| #38 | GPT-5.6 Terra (Max) | OpenAIMax effort | 42.1 | $1.740/M | $1.40 | 120.7 tok/s |
| #39 | GLM-5.3-Flash | Z.aiMax effort | 41.8 | $0.101/M | $0.28 | 64.5 tok/s |
| #40 | Claude Haiku 5.5 (Xhigh) | AnthropicXHigh effort | 41.2 | $0.077/M | $0.12 | 181.1 tok/s |
| #41 | Ling 3.1 Flash | InclusionAI | 41.1 | $0.192/M | $1.00 | 212.6 tok/s |
| #42 | Gemini 3.8 Flash (High) | GoogleHigh effort | 40.9 | $0.578/M | $1.24 | 144.9 tok/s |
| #43 | Claude Sonnet 5.5 (Medium, Default Fallback) | AnthropicMedium effort | 40.8 | $1.470/M | $0.48 | 105.3 tok/s |
| #44 | Qwen3.8 2.4T A95B | 39.9 | $1.175/M | $2.16 | 39.1 tok/s | |
| #45 | Qwen3.8-Flash-Next | 39.8 | $0.088/M | $0.37 | 52.0 tok/s | |
| #46 | Gemini 3.8 Flash (Medium) | GoogleMedium effort | 39.8 | $0.578/M | $0.93 | Not listed |
| #47 | DeepSeek V4.1 Flash (Max) | DeepSeekMax effort | 39.5 | $0.184/M | $0.27 | 176.6 tok/s |
| #48 | Mistral Large 4 Preview | Mistral | 38.4 | $0.788/M | $1.13 | Not listed |
| #49 | GPT-6 Luna (Max) | OpenAIMax effort | 38.1 | $0.077/M | $0.068 | 120.4 tok/s |
| #50 | GPT-5.6 Terra (Xhigh) | OpenAIXHigh effort | 38.0 | $1.740/M | $0.63 | 98.4 tok/s |
| #51 | MiMo-V2.6-Flash | 37.9 | $0.058/M | $0.062 | 53.8 tok/s | |
| #52 | Claude Haiku 5.5 (High) | AnthropicHigh effort | 37.8 | $0.077/M | $0.079 | 177.1 tok/s |
| #53 | DeepSeek V4 Pro 0813 (Max) | DeepSeekMax effort | 36.0 | $0.691/M | $0.67 | 92.0 tok/s |
| #54 | Claude Sonnet 5.5 (Low, Default Fallback) | AnthropicLow effort | 35.9 | $1.470/M | $0.35 | 98.9 tok/s |
| #55 | Agnes 2.5 Pro Beta | Sapiens AI | 35.2 | $0.057/M | Not listed | 119.4 tok/s |
| #56 | DeepSeek V4 Flash Vision (Max) | DeepSeekMax effort | 34.8 | $0.230/M | $0.31 | 173.0 tok/s |
| #57 | GPT-6 Luna (Xhigh) | OpenAIXHigh effort | 34.6 | $0.077/M | $0.042 | 113.2 tok/s |
| #58 | Claude Haiku 5.5 (Medium) | AnthropicMedium effort | 34.5 | $0.077/M | $0.047 | 150.9 tok/s |
| #59 | GLM-5.3 (Low) | Z.aiLow effort | 34.3 | $0.902/M | $0.85 | 68.9 tok/s |
| #60 | GPT-5.6 Terra (High) | OpenAIHigh effort | 34.2 | $1.740/M | $0.34 | 92.9 tok/s |
| #61 | JT-4.1 Flash 236B A21B (Reasoning) | China Mobile | 33.9 | Not listed | Not listed | Not listed |
| #62 | Qwen3.8 27B (Xhigh) | QwenXHigh effort | 33.7 | $0.470/M | $1.01 | 41.3 tok/s |
| #63 | Motif 3 | Motif | 33.6 | Not listed | Not listed | Not listed |
| #64 | Gemini 3.8 Flash (Low) | GoogleLow effort | 33.5 | $0.578/M | Not listed | Not listed |
| #65 | GPT-6 Luna (High) | OpenAIHigh effort | 32.9 | $0.077/M | $0.029 | 120.2 tok/s |
| #66 | GPT-5.3 Codex (Xhigh) | OpenAIXHigh effort | 32.5 | $1.873/M | Not listed | 100.9 tok/s |
| #67 | K2 Horizon 375B A23B | MBZUAI IFM | 30.5 | $0.000/M | Not listed | 891.4 tok/s |
| #68 | GPT-5.6 Terra (Medium) | OpenAIMedium effort | 30.1 | $1.740/M | $0.18 | 88.4 tok/s |
| #69 | Kimi K3 (Low) | KimiLow effort | 30.1 | $2.310/M | $1.15 | 42.6 tok/s |
| #70 | GPT-6 Luna (Medium) | OpenAIMedium effort | 29.9 | $0.077/M | $0.017 | Not listed |
| #71 | Gemini 3.1 Pro Preview | 29.7 | $1.740/M | $1.30 | 138.6 tok/s | |
| #72 | Claude Haiku 5.5 (Low) | AnthropicLow effort | 29.5 | $0.077/M | $0.024 | 161.4 tok/s |
| #73 | MiniMax-M3 | 29.2 | $0.222/M | $0.51 | 99.6 tok/s | |
| #74 | Nex-N2-Pro (Based on Qwen3.5-397B-A17B) | Nex AGI | 28.2 | Not listed | Not listed | Not listed |
| #75 | Solar Pro 4 | Upstage | 28.2 | $0.222/M | Not listed | 92.3 tok/s |
| #76 | Qwen3.8 27B (Medium) | QwenMedium effort | 27.6 | $0.470/M | $1.13 | 44.0 tok/s |
| #77 | GPT-5.6 Terra (Low) | OpenAILow effort | 27.5 | $1.740/M | $0.14 | 97.8 tok/s |
| #78 | JT-4.1 Flash 236B A21B (Non-reasoning) | China Mobile | 27.3 | Not listed | Not listed | Not listed |
| #79 | Quasar 438B (Max, Based on GLM-5.2) | MultiverseMax effort | 26.7 | $0.720/M | $2.02 | 134.7 tok/s |
| #80 | Apodex 1.1 | Apodex | 26.4 | $0.381/M | $0.46 | Not listed |
Sources
Updated 2026-10-15. Benchmark methodology and ranking source below. Read how we use the data in themodel ranking methodology.