Kimi K2.7 Code 对比 Qwen3 Coder Next

哪个更划算: Kimi K2.7 Code 通过 Kimi 或 Qwen3 Coder Next 通过 Alibaba?来自 Artificial Analysis 和其他来源的情报、总基准测试成本和端到端时间,快照 2026-09-07。

需要权衡

这个模型系列的常见写法:通义千问 / 千问。

结论

取决于你的预算

Kimi K2.7 Code 的得分高 18.6 分(32.7 对 14.1),但运行基准测试的成本为对方的 1.6×($623 对 $388;成本档次:高端 对 中端)。 如果额外的智能值得多花的钱,选 Kimi K2.7 Code;否则选 Qwen3 Coder Next。

指标Kimi K2.7 CodeQwen3 Coder Next差异
智能分(越高越好)32.714.1−56.9% Qwen3 Coder Next 智能低 56.9%
AA 总成本(越低越好)$622.51$388.17−37.6% Qwen3 Coder Next 便宜 37.6%
端到端时间(越低越好)47.64s5.52s−88.4% Qwen3 Coder Next 快 88.4%
每 100 万个代币的价格(输入/输出)$0.95 / $4.00$0.35 / $1.20
输入类型未公布未公布

Qwen3 Coder Next 对比 Kimi K2.7 Code:智能分低 56.9%,运行 AA 基准测试的成本低 37.6%,端到端时间快 88.4%。

今天的Pareto frontier

与帕累托前沿比较

0102030405060$10$20$50$100$200$500$1k$2k$5k$10k运行 Artificial Analysis Intelligence Index 的成本(USD,对数刻度)智能指数Celeris-1(Celeris):智能7.60、$171Claude 4.5 Haiku(Reasoning) (Anthropic):智能22.50、$496Claude 4.5 Sonnet(Reasoning) (Anthropic):智能27.30、$1123Claude Fable 5(Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) (Anthropic):智能53.20、$7603Claude Fable 5.1(Adaptive Reasoning, Low Effort, Default Fallback) (Anthropic):智能50.90、$1884Claude Fable 5.1(Adaptive Reasoning, Medium Effort, Default Fallback) (Anthropic):智能52.80、$2534Claude Opus 4.8(Adaptive Reasoning, Max Effort) (Anthropic):智能47.80、$4565Claude Opus 5(Adaptive Reasoning, High Effort) (Anthropic):智能52.00、$3016Claude Opus 5(Adaptive Reasoning, Low Effort) (Anthropic):智能43.80、$811Claude Opus 5(Adaptive Reasoning, Max Effort) (Anthropic):智能54.10、$5546Claude Opus 5(Adaptive Reasoning, Medium Effort) (Anthropic):智能49.50、$1688Claude Opus 5(Adaptive Reasoning, Xhigh Effort) (Anthropic):智能53.40、$4299Claude Sonnet 5(Adaptive Reasoning, Max Effort) (Anthropic):智能45.10、$5313DeepSeek V3(Dec '24) (DeepSeek):智能10.40、$26.2DeepSeek V4 Flash 0731(Reasoning, Max Effort) (DeepSeek):智能40.80、$363DeepSeek V4 Flash Vision(Reasoning, Max Effort) (DeepSeek):智能40.70、$308DeepSeek V4 Pro(Reasoning, Max Effort) (DeepSeek):智能34.50、$184DeepSeek V4 Pro 0813(Reasoning, Max Effort) (DeepSeek):智能42.10、$707Gemini 3.1 Flash-Lite(Google):智能19.30、$96.2Gemini 3.1 Pro Preview(Google):智能36.70、$880Gemini 3.5 Flash(high) (Google):智能39.70、$1420Gemini 3.5 Flash-Lite(Google):智能27.60、$166Gemini 3.6 Flash(high) (Google):智能40.30、$509Gemini 3.7 Flash(high) (Google):智能45.20、$688Gemini 3.8 Flash(high) (Google):智能47.10、$1078GLM-5.2(max) (Z AI):智能42.10、$1006GLM-5.3(max) (Z AI):智能48.60、$1762GPT-5.5(medium) (OpenAI):智能41.20、$1201GPT-5.6 Sol(high) (OpenAI):智能48.30、$953GPT-5.6 Sol(low) (OpenAI):智能40.80、$355GPT-5.6 Sol(max) (OpenAI):智能51.30、$2464GPT-5.6 Sol(medium) (OpenAI):智能46.00、$580GPT-5.6 Sol(xhigh) (OpenAI):智能49.80、$1459GPT-5.6 Terra(high) (OpenAI):智能41.30、$516GPT-5.6 Terra(max) (OpenAI):智能46.80、$1714GPT-5.6 Terra(xhigh) (OpenAI):智能44.40、$806GPT-6 Astra(medium) (OpenAI):智能52.20、$1559GPT-6 Astra(Non-reasoning) (OpenAI):智能47.80、$1631gpt-oss-120b(high) (OpenAI):智能15.60、$146gpt-oss-20b(high) (OpenAI):智能10.80、$33.7Granite 4.2 8B(IBM):智能13.90、$40.9Grok 4.3(high) (SpaceXAI):智能29.90、$310Grok 4.5(high) (SpaceXAI):智能45.50、$759Grok 4.6(high) (SpaceXAI):智能50.60、$1632Grok 4.6(low) (SpaceXAI):智能41.60、$343Grok 4.6(medium) (SpaceXAI):智能48.80、$1262Grok 4.6(xhigh) (SpaceXAI):智能49.90、$2026Inkling(xhigh) (Thinking Machines):智能32.20、$826Inkling Small(Thinking Machines):智能32.20、$203Kimi K3(low) (Kimi):智能37.10、$379Kimi K3(max) (Kimi):智能50.20、$3070Ling 3.0 Flash(InclusionAI):智能27.40、$75.8Llama 4 Maverick(Meta):智能10.30、$51.1MiniMax-M3(MiniMax):智能35.70、$293Mistral Large 3(Mistral):智能11.10、$91.2Mistral Small 3.1(Mistral):智能10.30、$38.1Muse Glimmer(high) (Meta):智能24.40、$101Muse Spark 1.1(xhigh) (Meta):智能41.20、$789Nemotron 3 Ultra 550B A55B(Reasoning) (NVIDIA):智能29.30、$584Quasar 438B(max, based on GLM-5.2) (Multiverse Computing):智能34.20、$1377Qwen3.7 Max(Alibaba):智能36.60、$1280Qwen3.7 Plus(Alibaba):智能31.90、$310Qwen3.8 2.4T A95B(Alibaba):智能46.70、$1780Qwen3.8 27B(xhigh) (Alibaba):智能41.40、$900Qwen3.8 Max(Alibaba):智能46.90、$1938Solar Pro 3(Upstage):智能9.40、$155Trinity Large Thinking(Arcee AI):智能13.10、$327Granite 4.2 3B(IBM):智能10.70、$13.6MiMo-V2.5(Xiaomi):智能28.20、$26.4DeepSeek V4 Flash(Reasoning, High Effort) (DeepSeek):智能30.20、$96.8DeepSeek V4 Flash(Reasoning, Max Effort) (DeepSeek):智能30.70、$101Hy3(Tencent):智能32.40、$102MiMo-V2.5-Pro(Xiaomi):智能32.60、$105GPT-5.6 Luna(xhigh) (OpenAI):智能41.60、$119GPT-5.6 Luna(max) (OpenAI):智能43.40、$214GLM-5.3-Flash(Z AI):智能46.20、$219Muse Spark 1.2(xhigh) (Meta):智能46.80、$822GPT-6 Astra(low) (OpenAI):智能49.30、$873Muse Spark 1.3(xhigh) (Meta):智能51.60、$1129Muse Spark 1.3(max) (Meta):智能53.00、$1341GPT-6 Astra(high) (OpenAI):智能53.40、$2039GPT-6 Astra(xhigh) (OpenAI):智能54.30、$2778Claude Fable 5.1(Adaptive Reasoning, High Effort, Default Fallback) (Anthropic):智能54.50、$3603GPT-6 Astra(max) (OpenAI):智能54.70、$4064Claude Fable 5.1(Adaptive Reasoning, Xhigh Effort, Default Fallback) (Anthropic):智能56.20、$7037Claude Fable 5.1(Adaptive Reasoning, Max Effort, Default Fallback) (Anthropic):智能56.80、$10816Qwen3 Coder Next(Alibaba):智能14.10、$388Kimi K2.7 Code(Kimi):智能32.70、$623Kimi K2.7 CodeQwen3 Coder NextGranite 4.2 3BClaude Fable 5.1 (max)
Kimi K2.7 CodeQwen3 Coder Next今天的Pareto frontier可下载权重模型前沿(open-weights frontier)所有其他模型
一对一对比

比较别的东西

智能体: Accept: text/markdown or ?format=md 返回此页面为 Markdown。 JSON: /api/v1/compare/kimi-k2-7-code/qwen3-coder-next · Markdown: /api/v1/compare/kimi-k2-7-code/qwen3-coder-next?format=md · llms.txt · 代理技巧