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 2026-09-30。

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 16.6 分(25.8 对 9.2),但运行基准测试的成本为对方的 2.1×($993 对 $476;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)25.89.2−64.3% Qwen3 Coder Next 智能低 64.3%
AA 总成本(越低越好)$992.88$476.23−52.0% Qwen3 Coder Next 便宜 52.0%
端到端时间(越低越好)39.06s5.68s−85.5% Qwen3 Coder Next 快 85.5%
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Text, Image, Video文本

Qwen3 Coder Next 对比 Kimi K2.7 Code:智能分低 64.3%,运行 AA 基准测试的成本低 52.0%,端到端时间快 85.5%。

今天的Pareto frontier

与帕累托前沿比较

0204060$10$20$50$100$200$500$1k$2k$5k$10k$20k运行 Artificial Analysis Intelligence Index 的成本(USD,对数刻度)智能指数Apodex 1.1(Apodex):智能26.40、$939Celeris-1(Celeris):智能6.30、$60.0Claude 4.5 Haiku(Reasoning) (Anthropic):智能16.90、$594Claude 4.5 Sonnet(Reasoning) (Anthropic):智能20.70、$1501Claude Fable 5(Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) (Anthropic):智能49.60、$11161Claude Fable 5.1(Adaptive Reasoning, High Effort, Default Fallback) (Anthropic):智能51.20、$5242Claude Fable 5.1(Adaptive Reasoning, Low Effort, Default Fallback) (Anthropic):智能46.80、$3158Claude Fable 5.1(Adaptive Reasoning, Max Effort, Default Fallback) (Anthropic):智能53.40、$13129Claude Fable 5.1(Adaptive Reasoning, Medium Effort, Default Fallback) (Anthropic):智能48.90、$3983Claude Fable 5.1(Adaptive Reasoning, Xhigh Effort, Default Fallback) (Anthropic):智能53.20、$9063Claude Opus 4.8(Adaptive Reasoning, Max Effort) (Anthropic):智能41.80、$6874Claude Opus 5(Adaptive Reasoning, High Effort) (Anthropic):智能48.10、$4332Claude Opus 5(Adaptive Reasoning, Low Effort) (Anthropic):智能39.40、$1561Claude Opus 5(Adaptive Reasoning, Max Effort) (Anthropic):智能50.80、$7275Claude Opus 5(Adaptive Reasoning, Medium Effort) (Anthropic):智能44.80、$2732Claude Opus 5(Adaptive Reasoning, Xhigh Effort) (Anthropic):智能49.70、$5868Claude Opus 5.5(Adaptive Reasoning, Low Effort, Default Fallback) (Anthropic):智能42.30、$860Claude Opus 5.5(Adaptive Reasoning, Medium Effort, Default Fallback) (Anthropic):智能51.20、$1627Claude Sonnet 4.6(Adaptive Reasoning, Max Effort) (Anthropic):智能30.10、$4925Claude Sonnet 5(Adaptive Reasoning, High Effort) (Anthropic):智能31.70、$2086Claude Sonnet 5(Adaptive Reasoning, Low Effort) (Anthropic):智能24.30、$653Claude Sonnet 5(Adaptive Reasoning, Max Effort) (Anthropic):智能38.20、$6998Claude Sonnet 5(Adaptive Reasoning, Medium Effort) (Anthropic):智能28.10、$1218Claude Sonnet 5(Adaptive Reasoning, Xhigh Effort) (Anthropic):智能34.40、$3255Claude Sonnet 5.5(Adaptive Reasoning, High Effort, Default Fallback) (Anthropic):智能46.70、$1176Claude Sonnet 5.5(Adaptive Reasoning, Max Effort, Default Fallback) (Anthropic):智能56.00、$8977Claude Sonnet 5.5(Adaptive Reasoning, Medium Effort, Default Fallback) (Anthropic):智能40.70、$701Claude Sonnet 5.5(Adaptive Reasoning, Xhigh Effort, Default Fallback) (Anthropic):智能51.90、$2738DeepSeek R1(Jan '25) (DeepSeek):智能11.40、$461DeepSeek V3(Dec '24) (DeepSeek):智能8.50、$25.4DeepSeek V3 0324(DeepSeek):智能9.70、$19.2DeepSeek V4 Flash 0420(Reasoning, High Effort) (DeepSeek):智能24.40、$144DeepSeek V4 Flash 0420(Reasoning, Max Effort) (DeepSeek):智能24.20、$179DeepSeek V4 Flash 0731(Reasoning, Max Effort) (DeepSeek):智能34.30、$474DeepSeek V4 Flash Vision(Reasoning, Max Effort) (DeepSeek):智能34.80、$445DeepSeek V4 Pro 0424(Reasoning, Max Effort) (DeepSeek):智能30.40、$277DeepSeek V4 Pro 0813(Non-reasoning) (DeepSeek):智能20.40、$566DeepSeek V4 Pro 0813(Reasoning, Max Effort) (DeepSeek):智能36.00、$1122DeepSeek V4.1 Flash(Non-Reasoning) (DeepSeek):智能24.70、$156DeepSeek V4.1 Flash(Reasoning, Max Effort) (DeepSeek):智能39.50、$477Gemini 2.5 Pro(Google):智能16.10、$707Gemini 3.1 Flash-Lite(Google):智能15.60、$119Gemini 3.1 Pro Preview(Google):智能29.70、$1310Gemini 3.5 Flash(high) (Google):智能32.60、$2172Gemini 3.5 Flash-Lite(Google):智能22.20、$267Gemini 3.6 Flash(high) (Google):智能34.00、$1037Gemini 3.7 Flash(high) (Google):智能39.10、$1084Gemini 3.8 Flash(high) (Google):智能40.90、$1623Gemini 3.8 Flash(medium) (Google):智能39.80、$1100GLM 5.3 Flash(Z AI):智能41.80、$280GLM-5.1(Reasoning) (Z AI):智能26.10、$1487GLM-5.2(max) (Z AI):智能33.70、$2097GLM-5.3(low) (Z AI):智能34.30、$1013GLM-5.3(max) (Z AI):智能44.80、$2503GPT-5 mini(high) (OpenAI):智能16.80、$189GPT-5.4 mini(xhigh) (OpenAI):智能24.10、$1524GPT-5.4 nano(xhigh) (OpenAI):智能20.70、$331GPT-5.5(high) (OpenAI):智能37.00、$3411GPT-5.5(medium) (OpenAI):智能33.80、$2095GPT-5.5(xhigh) (OpenAI):智能38.40、$5294GPT-5.5 Instant(June 2026) (OpenAI):智能26.00、$1184GPT-5.6 Luna(high) (OpenAI):智能32.10、$108GPT-5.6 Luna(max) (OpenAI):智能37.30、$320GPT-5.6 Luna(medium) (OpenAI):智能25.00、$44.3GPT-5.6 Luna(Non-reasoning) (OpenAI):智能15.50、$23.0GPT-5.6 Luna(xhigh) (OpenAI):智能34.60、$179GPT-5.6 Sol(high) (OpenAI):智能42.30、$1487GPT-5.6 Sol(low) (OpenAI):智能33.50、$637GPT-5.6 Sol(max) (OpenAI):智能47.00、$3465GPT-5.6 Sol(medium) (OpenAI):智能39.20、$997GPT-5.6 Sol(xhigh) (OpenAI):智能44.00、$2082GPT-5.6 Terra(high) (OpenAI):智能34.20、$768GPT-5.6 Terra(low) (OpenAI):智能27.50、$350GPT-5.6 Terra(max) (OpenAI):智能42.10、$2501GPT-5.6 Terra(medium) (OpenAI):智能30.10、$447GPT-5.6 Terra(Non-reasoning) (OpenAI):智能20.80、$256GPT-5.6 Terra(xhigh) (OpenAI):智能38.00、$1187GPT-6 Astra(high) (OpenAI):智能50.90、$2925GPT-6 Astra(low) (OpenAI):智能45.80、$1537GPT-6 Astra(max) (OpenAI):智能52.70、$5324GPT-6 Astra(medium) (OpenAI):智能49.60、$2434GPT-6 Astra(xhigh) (OpenAI):智能52.40、$3803GPT-6 Luna(max) (OpenAI):智能37.30、$122GPT-6 Luna(Non-reasoning) (OpenAI):智能18.30、$19.4GPT-6 Sol(high) (OpenAI):智能42.80、$610GPT-6 Sol(low) (OpenAI):智能33.90、$268GPT-6 Sol(max) (OpenAI):智能47.50、$1546GPT-6 Sol(medium) (OpenAI):智能39.80、$416GPT-6 Sol(Non-reasoning) (OpenAI):智能28.10、$449GPT-6 Sol(xhigh) (OpenAI):智能44.10、$860GPT-6.1 Sol(low) (OpenAI):智能42.10、$250gpt-oss-120b(high) (OpenAI):智能11.60、$122gpt-oss-20b(high) (OpenAI):智能9.00、$31.4Granite 4.2 3B(IBM):智能9.10、$14.9Granite 4.2 8B(IBM):智能11.10、$53.1Grok 4.3(high) (SpaceXAI):智能24.90、$363Grok 4.3(Non-reasoning) (SpaceXAI):智能14.00、$250Grok 4.5(high) (SpaceXAI):智能38.80、$1404Grok 4.6(high) (SpaceXAI):智能44.30、$2352Grok 4.6(low) (SpaceXAI):智能35.10、$761Grok 4.6(medium) (SpaceXAI):智能42.80、$1937Grok 4.6(xhigh) (SpaceXAI):智能44.20、$2830Grok 4.7(high) (SpaceXAI):智能46.30、$3881Grok 4.7(xhigh) (SpaceXAI):智能46.40、$4967Hy3(Tencent):智能25.30、$150Inkling Small(Thinking Machines):智能25.70、$241Kimi K2.6(Kimi):智能27.00、$1528Kimi K3(low) (Kimi):智能30.10、$1190Kimi K3(max) (Kimi):智能43.60、$3658LongCat 2.0(LongCat):智能19.10、$221Mercury 2.5(Inception):智能12.30、$218MiMo-V2.5-Pro(Xiaomi):智能26.00、$138MiniMax-M3(MiniMax):智能29.20、$538Ministral 3 14B(Mistral):智能6.00、$37.6Ministral 3 3B(Mistral):智能4.80、$12.2Ministral 3 8B(Mistral):智能5.50、$27.5Mistral Large 3(Mistral):智能9.30、$46.4Mistral Medium 3.5(Mistral):智能14.20、$1264Mistral Small 3.1(Mistral):智能7.10、$38.1Mistral Small 4(Reasoning) (Mistral):智能11.30、$42.5Muse Glimmer(high) (Meta):智能17.50、$149Muse Spark 1.1(xhigh) (Meta):智能33.70、$1737Muse Spark 1.2(xhigh) (Meta):智能39.60、$1385Muse Spark 1.3(max) (Meta):智能48.10、$2000Muse Spark 1.3(xhigh) (Meta):智能45.10、$1655Nemotron 3 Super 120B A12B(Reasoning) (NVIDIA):智能12.80、$1319Nemotron 3 Ultra 550B A55B(Reasoning) (NVIDIA):智能22.90、$805Nemotron 3.5 Lightning(NVIDIA):智能12.90、$114NVIDIA Nemotron 3 Nano 30B A3B(Reasoning) (NVIDIA):智能8.90、$63.7Quasar 438B(max, based on GLM-5.2) (Multiverse Computing):智能26.70、$2504Qwen3 235B A22B 2507(Reasoning) (Alibaba):智能12.70、$235Qwen3 30B A3B 2507(Reasoning) (Alibaba):智能9.80、$188Qwen3.5 122B A10B(Reasoning) (Alibaba):智能15.60、$661Qwen3.5 397B A17B(Reasoning) (Alibaba):智能18.40、$941Qwen3.5 9B(Reasoning) (Alibaba):智能11.20、$329Qwen3.6 27B(Reasoning) (Alibaba):智能21.40、$1145Qwen3.6 35B A3B(Reasoning) (Alibaba):智能18.20、$896Qwen3.7 Max(Alibaba):智能29.50、$2277Qwen3.7 Plus(Alibaba):智能25.20、$428Qwen3.8 2.4T A95B(Alibaba):智能39.90、$2633Qwen3.8 27B(low) (Alibaba):智能26.20、$1060Qwen3.8 27B(medium) (Alibaba):智能27.60、$1165Qwen3.8 27B(Non-reasoning) (Alibaba):智能20.20、$2022Qwen3.8 27B(xhigh) (Alibaba):智能33.70、$1336Qwen3.8 Max(Alibaba):智能40.20、$3172Qwen3.8 Max(0902) (Alibaba):智能45.40、$4935Qwen3.8-Flash-Next(Alibaba):智能39.80、$363Ring-2.6-1T(InclusionAI):智能16.60、$576Solar Pro 3(Upstage):智能7.80、$159Step 5 Preview(StepFun):智能43.70、$929Trinity Large Thinking(Arcee AI):智能10.80、$233GPT-6 Luna(low) (OpenAI):智能20.90、$10.6GPT-5.6 Luna(low) (OpenAI):智能21.00、$27.0GPT-6 Luna(medium) (OpenAI):智能29.50、$31.4GPT-6 Luna(high) (OpenAI):智能32.10、$47.9GPT-6 Luna(xhigh) (OpenAI):智能33.90、$66.6MiMo-V2.6-Flash(Xiaomi):智能37.90、$109MiMo-V2.6-Pro(Xiaomi):智能46.30、$207GPT-6.1 Sol(medium) (OpenAI):智能47.80、$361GPT-6.1 Sol(high) (OpenAI):智能50.20、$521GPT-6.1 Sol(xhigh) (OpenAI):智能51.00、$662GPT-6.1 Sol(max) (OpenAI):智能51.80、$1082Claude Opus 5.5(Adaptive Reasoning, High Effort, Default Fallback) (Anthropic):智能53.60、$2172Claude Opus 5.5(Adaptive Reasoning, Xhigh Effort, Default Fallback) (Anthropic):智能56.00、$4057Claude Opus 5.5(Adaptive Reasoning, Max Effort, Default Fallback) (Anthropic):智能57.60、$8708Qwen3 Coder Next(Alibaba):智能9.20、$476Kimi K2.7 Code(Kimi):智能25.80、$993Kimi K2.7 CodeQwen3 Coder NextGPT-6 Luna (low)Claude Opus 5.5 (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