The Inference Report
October 25, 2026
The Value FrontierDaily rankings from SWE-rebench, a benchmark designed to fairly compare LLM capabilities on real-world software engineering tasks. Unlike other evaluations, it uses a standardized scaffolding for all models, continuously updates its dataset to prevent contamination, and runs each model five times to account for stochastic variance.
| # | Model | Score |
|---|---|---|
| 1 | AnthropicFable 5 [high]Model | 64.5%± 1.41% |
| 2 | GrokGrok 4.5 [high]Model | 63.8%± 0.60% |
| 3 | AnthropicOpus 5 [high]Model | 63.4%± 1.35% |
| 4 | Z.aiGLM-5.2 [high]Model | 62.9%± 1.19% |
| 5 | OpenAIGPT-5.6 Sol [medium]Model | 62.3%± 1.83% |
| 6 | JunieJunieAgent | 61.8%± 0.54% |
| 7 | AnthropicClaude CodeAgent | 60.4%± 1.03% |
| 8 | OpenAICodexAgent | 58.0%± 1.29% |
| 9 | AnthropicSonnet 5 [high]Model | 56.8%± 0.94% |
| 10 | CursorCursorAgent | 51.7%± 0.84% |
Artificial Analysis composite index across coding, math, and reasoning benchmarks.
| # | Model | Score | tok/s | $/1M |
|---|---|---|---|---|
| 1 | Claude Opus 5.5 | 57.6 | 95 | $8.00 |
| 2 | Claude Sonnet 5.5 | 56 | 139 | $4.00 |
| 3 | Muse Wonder Full | 55.8 | 0 | $0.00 |
| 4 | Kimi K3.1 Pro | 55.1 | 52 | $4.00 |
| 5 | Claude Fable 5.1 | 53.4 | 68 | $20.00 |
| 6 | GPT-6 Astra | 52.7 | 60 | $20.00 |
| 7 | Gemini 4 Argon | 52.6 | 79 | $4.00 |
| 8 | Muse Wonder | 52.4 | 131 | $8.00 |
| 9 | GPT-6.1 Sol | 51.8 | 56 | $4.00 |
| 10 | Claude Opus 5 | 50.8 | 0 | $10.00 |
Output tokens per second — higher is faster. Minimum intelligence score of 40.
| # | Model | tok/s |
|---|---|---|
| 1 | Claude Haiku 5.5 | 242 |
| 2 | Step 5 Preview | 217 |
| 3 | Ling 3.1 Flash | 216 |
| 4 | DeepSeek V4.1 Flash 1017 | 159 |
| 5 | Claude Sonnet 5.5 | 139 |
| 6 | Muse Wonder | 131 |
| 7 | Gemini 3.8 Flash | 127 |
| 8 | GPT-5.6 Terra | 122 |
| 9 | MiniMax-M3.1-Flash | 115 |
| 10 | Claude Opus 5.5 | 95 |
Blended cost per 1M tokens (3:1 input/output) — lower is cheaper. Minimum intelligence score of 40.
| # | Model | $/1M |
|---|---|---|
| 1 | Claude Haiku 5.5 | $0.20 |
| 2 | GLM-5.3-Flash | $0.237 |
| 3 | MiniMax-M3.1-Flash | $0.262 |
| 4 | Ling 3.1 Flash 1019 | $0.45 |
| 5 | Ling 3.1 Flash | $0.45 |
| 6 | DeepSeek V4.1 Flash 1017 | $0.525 |
| 7 | MiMo-V2.6-Pro | $0.544 |
| 8 | Step 5 Preview | $1.43 |
| 9 | Gemini 3.8 Flash | $1.50 |
| 10 | Muse Spark 1.3 | $2.00 |