Benchmark explorer.
SciCodeAA · Under reviewAA Index 4.3.2 collection · Higher is better
Source ↗Method
Artificial Analysis evaluation; source marks this result under review. Index 4.3.2 collection.
Score × cost
Provisional score × price
SciCode · AA · Under review · 1M input + 250K output tokens · uncached USD
18 priced resultsProvisional frontier
Anthropic: Claude Opus 5.5 ↗66.9% SciCode · AA · Under review · $9.00 workload · Amazon Bedrock · via OpenRouter
Evaluation: Effort: max · Max, Default Fallback. Price: $4.00 input / $20.00 output per 1M tokens · amazon-bedrock.
Numbers match the model key. Shared positions show an index range.
Model key Score / workload
- OpenAI: GPT-6 Luna54.63% / $0.1125
- DeepSeek: DeepSeek V4.1 Flash51.85% / $0.135
- GLM-5.3-Flash51.62% / $0.1375
- Qwen3.8-27B46.64% / $0.145
- Reflection: Beam 1.0 501B A23B48.5% / $0.50
- MiniMax-M347.11% / $0.555
- Xiaomi: MiMo-V2.6-Pro60.88% / $0.6475
- GLM-5.359.03% / $0.8763
- Step-5-Preview58.91% / $1.675
- Thinking Machines: Inkling46.99% / $1.9625
- Google: Gemini 4 Argon61.81% / $2.25
- OpenAI: GPT-6.1 Sol54.17% / $2.25
- Meta: Muse Spark Open58.45% / $2.3125
- Kimi-K359.49% / $2.529
- Anthropic: Claude Sonnet 5.561% / $4.50
- Anthropic: Claude Opus 5.566.9% / $9.00
- OpenAI: GPT-6 Astra56.48% / $11.25
- Anthropic: Claude Fable 5.163.08% / $22.50
Provisional frontier
- OpenAI: GPT-6 LunaAA · Under reviewScore54.63%Workload cost$0.1125OpenAI · via OpenRouter · openai/flex · tier=flex · prompt ≤ 272000 tokensEvaluation: Effort: max · Max. Price: $0.05 input / $0.25 output per 1M tokens · openai/flex · tier=flex · prompt ≤ 272000 tokens.
- Xiaomi: MiMo-V2.6-ProAA · Under reviewScore60.88%Workload cost$0.6475DeepInfra · via OpenRouter · deepinfra/fp8 · quantization=fp8Evaluation: Effort not specified. Price: $0.43 input / $0.87 output per 1M tokens · deepinfra/fp8 · quantization=fp8.
- Google: Gemini 4 ArgonAA · Under reviewScore61.81%Workload cost$2.25Google AI Studio · via OpenRouter · google-ai-studio/flex · tier=flexEvaluation: Effort: high · High. Price: $1.00 input / $5.00 output per 1M tokens · google-ai-studio/flex · tier=flex.
- Anthropic: Claude Opus 5.5AA · Under reviewScore66.9%Workload cost$9.00Amazon Bedrock · via OpenRouter · amazon-bedrockEvaluation: Effort: max · Max, Default Fallback. Price: $4.00 input / $20.00 output per 1M tokens · amazon-bedrock.
Provisional frontier: no result is cheaper with an equal or better score, or equally priced with a better score. Each point uses its lowest generally available workload price from one endpoint; evaluation and provider configurations remain visible.
| # | Model | SciCode | Configuration | API rate / unit | Source |
|---|---|---|---|---|---|
| 1 | Anthropic: Claude Opus 5.5anthropic | 66.9%AA · Under review | Effort: max · Max, Default FallbackIndependent result | $4.00 in / $20.00 out/ 1M tokens · Amazon Bedrock · via OpenRouteramazon-bedrock | Result ↗Oct 18, 2026 |
| 2 | Anthropic: Claude Fable 5.1anthropic | 63.08%AA · Under review | Effort: max · Max, Default FallbackIndependent result | $10.00 in / $50.00 out/ 1M tokens · Amazon Bedrock · via OpenRouteramazon-bedrock | Result ↗Oct 18, 2026 |
| 3 | Muse Wonder FullMeta | 62.62%AA · Under review | Effort: max · MaxIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 4 | Google: Gemini 4 Argongoogle | 61.81%AA · Under review | Effort: high · HighIndependent result | $1.00 in / $5.00 out/ 1M tokens · Google AI Studio · via OpenRoutergoogle-ai-studio/flex · tier=flex | Result ↗Oct 18, 2026 |
| 5 | Anthropic: Claude Sonnet 5.5anthropic | 61%AA · Under review | Effort: max · Max, Default FallbackIndependent result | $2.00 in / $10.00 out/ 1M tokens · Amazon Bedrock · via OpenRouteramazon-bedrock | Result ↗Oct 18, 2026 |
| 6 | Xiaomi: MiMo-V2.6-Proxiaomi | 60.88%AA · Under review | Effort not specifiedIndependent result | $0.43 in / $0.87 out/ 1M tokens · DeepInfra · via OpenRouterdeepinfra/fp8 · quantization=fp8 | Result ↗Oct 18, 2026 |
| 7 | Muse WonderMeta | 60.3%AA · Under review | Effort: max · MaxIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 8 | Kimi-K3moonshotai | 59.49%AA · Under review | Effort: max · MaxIndependent result | $0.27 in / $14.00 out/ 1M tokens · Relace · via OpenRouterrelace/fp4 · quantization=fp4 | Result ↗Oct 18, 2026 |
| 9 | GLM-5.3zai-org | 59.03%AA · Under review | Effort: max · MaxIndependent result | $0.0632 in / $4.40 out/ 1M tokens · Relace · via OpenRouterrelace | Result ↗Oct 18, 2026 |
| 10 | Step-5-Previewstepfun-ai | 58.91%AA · Under review | Effort not specifiedIndependent result | $1.00 in / $2.70 out/ 1M tokens · DeepInfra | Result ↗Oct 18, 2026 |
| 11 | Meta: Muse Spark Openmeta | 58.45%AA · Under review | Effort: xhigh · XhighIndependent result | $1.25 in / $4.25 out/ 1M tokens · baseten · via Hugging Face | Result ↗Oct 18, 2026 |
| 12 | Grok 4.7SpaceXAI | 57.41%AA · Under review | Effort: xhigh · XhighIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 13 | Gemini 3.8 FlashGoogle | 56.6%AA · Under review | Effort: high · HighIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 14 | OpenAI: GPT-6 Astraopenai | 56.48%AA · Under review | Effort: max · MaxIndependent result | $5.00 in / $25.00 out/ 1M tokens · OpenAI · via OpenRouteropenai/flex · tier=flex · prompt ≤ 272000 tokens | Result ↗Oct 18, 2026 |
| 15 | Claude Haiku 5.5Anthropic | 54.98%AA · Under review | Effort: max · MaxIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 16 | OpenAI: GPT-6 Lunaopenai | 54.63%AA · Under review | Effort: max · MaxIndependent result | $0.05 in / $0.25 out/ 1M tokens · OpenAI · via OpenRouteropenai/flex · tier=flex · prompt ≤ 272000 tokens | Result ↗Oct 18, 2026 |
| 17 | OpenAI: GPT-6.1 Solopenai | 54.17%AA · Under review | Effort: max · MaxIndependent result | $1.00 in / $5.00 out/ 1M tokens · OpenAI · via OpenRouteropenai/flex · tier=flex · prompt ≤ 272000 tokens | Result ↗Oct 18, 2026 |
| 18 | Mistral Large 4 PreviewMistral | 54.17%AA · Under review | Effort not specifiedIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 19 | Qwen3.8 Max (0902)Alibaba | 52.08%AA · Under review | Effort not specifiedIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 20 | DeepSeek: DeepSeek V4.1 Flashdeepseek | 51.85%AA · Under review | Effort: max · MaxIndependent result | $0.09 in / $0.18 out/ 1M tokens · Decart · via OpenRouterdecart/fp4 · quantization=fp4 | Result ↗Oct 18, 2026 |
| 21 | GLM-5.3-Flashzai-org | 51.62%AA · Under review | Effort: maxIndependent result | $0.06 in / $1.60 out/ 1M tokens · Reka · via OpenRouterreka | Result ↗Oct 18, 2026 |
| 22 | Reflection: Beam 1.0 501B A23Breflection | 48.5%AA · Under review | Effort not specifiedIndependent result | $0.25 in / $1.00 out/ 1M tokens · Nebius · via OpenRouternebius/fp8 · quantization=fp8 | Result ↗Oct 18, 2026 |
| 23 | Nemotron 3.5 Super VLNVIDIA | 47.8%AA · Under review | Effort not specifiedIndependent result | See provider quotes | Result ↗Oct 18, 2026 |
| 24 | MiniMax-M3MiniMaxAI | 47.11%AA · Under review | Effort not specifiedIndependent result | $0.28 in / $1.10 out/ 1M tokens · deepinfra · via Hugging Face | Result ↗Oct 18, 2026 |
| 25 | Thinking Machines: Inklingthinkingmachines | 46.99%AA · Under review | Effort: xhigh · XhighIndependent result | $0.95 in / $4.05 out/ 1M tokens · deepinfra · via Hugging Face | Result ↗Oct 18, 2026 |
| 26 | Qwen3.8-27BQwen | 46.64%AA · Under review | Effort: xhigh · XhighIndependent result | $0.02 in / $0.50 out/ 1M tokens · Tenstorrent · via OpenRoutertenstorrent/fp4 · quantization=fp4 | Result ↗Oct 18, 2026 |
| 27 | K2 Horizon 375B A23BInstitute of Foundation Models | 42.94%AA · Under review | Effort not specifiedIndependent result | See provider quotes | Result ↗Oct 18, 2026 |