Ling 3.1 Flash बनाम Qwen3 Coder Next

पैसे के लिए कौन सा बेहतर है: Ling 3.1 Flash InclusionAI द्वारा या Qwen3 Coder Next Alibaba द्वारा? इंटेलिजेंस, कुल बेंचमार्क लागत, और Artificial Analysis और अन्य स्रोतों से एंड-टू-एंड समय, स्नैपशॉट 2026-10-25।

ट्रेड-ऑफ़
InclusionAILing 3.1 Flashसीमा से बाहर
क्षमता स्कोर (Intelligence Index)
41.10
बेंचमार्क लागत (USD)
$1015
AlibabaQwen3 Coder Nextसीमा से बाहर
क्षमता स्कोर (Intelligence Index)
9.20
बेंचमार्क लागत (USD)
$405

इस मॉडल परिवार के नाम की आम वर्तनियाँ: क्वेन।

निष्कर्ष

आपके बजट पर निर्भर है

Ling 3.1 Flash के अंक 31.9 ज़्यादा हैं (41.1 बनाम 9.2), लेकिन बेंचमार्क चलाने की लागत 2.5× ज़्यादा है ($1015 बनाम $405; लागत वर्ग प्रीमियम बनाम मध्यम)। अगर अतिरिक्त बुद्धिमत्ता ज़्यादा कीमत के लायक है तो Ling 3.1 Flash चुनें, वरना Qwen3 Coder Next।

मापदंडLing 3.1 FlashQwen3 Coder Nextअंतर
बुद्धिमत्ता (उच्चतर बेहतर है)41.19.2−77.6% Qwen3 Coder Next 77.6% कम बुद्धिमान है
AA की कुल लागत (कम बेहतर है)$1,014.56$405.10−60.1% Qwen3 Coder Next 60.1% सस्ता है
अंत-से-अंत समय (कम बेहतर है)13.61s6.20s−54.4% Qwen3 Coder Next 54.4% तेज़ है
मूल्य प्रति 1M टोकन (अंदर/बाहर)$0.30 / $0.90$0.31 / $1.00
इनपुट के प्रकारटेक्स्टटेक्स्ट

Qwen3 Coder Next बनाम Ling 3.1 Flash: बुद्धिमत्ता 77.6% कम, AA बेंचमार्क चलाने की लागत 60.1% कम, और कुल समय 54.4% तेज़।

इस मैचअप को इंटरैक्टिव पिकर में खोलेंLing 3.1 Flash: इससे बेहतर क्या है?Qwen3 Coder Next: इससे बेहतर क्या है?
आज का Pareto frontier

सर्वोत्तम मूल्य वाले मॉडल से तुलना

0204060$10$20$50$100$200$500$1k$2k$5k$10k$20kArtificial Analysis Intelligence Index चलाने की लागत (USD, लॉग स्केल)बुद्धिमत्ता सूचकांकApodex 1.1 (Apodex): बुद्धि 26.40, $939Beam 1.0 (Reflection): बुद्धि 30.30, $319Celeris-1 (Celeris): बुद्धि 6.30, $60.0Claude 4.5 Haiku (Reasoning) (Anthropic): बुद्धि 16.90, $594Claude 4.5 Sonnet (Reasoning) (Anthropic): बुद्धि 20.70, $1501Claude Fable 5 (Max, Opus 4.8 Fallback) (Anthropic): बुद्धि 49.60, $11161Claude Fable 5.1 (High, Default Fallback) (Anthropic): बुद्धि 51.20, $5242Claude Fable 5.1 (Low, Default Fallback) (Anthropic): बुद्धि 46.80, $3158Claude Fable 5.1 (Max, Default Fallback) (Anthropic): बुद्धि 53.40, $13129Claude Fable 5.1 (Medium, Default Fallback) (Anthropic): बुद्धि 48.90, $3983Claude Fable 5.1 (Xhigh, Default Fallback) (Anthropic): बुद्धि 53.20, $9063Claude Haiku 5.5 (Low) (Anthropic): बुद्धि 29.50, $34.3Claude Haiku 5.5 (Max) (Anthropic): बुद्धि 43.40, $330Claude Opus 4.8 (Max) (Anthropic): बुद्धि 41.80, $6874Claude Opus 5 (High) (Anthropic): बुद्धि 48.10, $4332Claude Opus 5 (Low) (Anthropic): बुद्धि 39.40, $1561Claude Opus 5 (Max) (Anthropic): बुद्धि 50.80, $7275Claude Opus 5 (Medium) (Anthropic): बुद्धि 44.80, $2732Claude Opus 5 (Xhigh) (Anthropic): बुद्धि 49.70, $5868Claude Opus 5.5 (Low, Default Fallback) (Anthropic): बुद्धि 42.30, $860Claude Opus 5.5 (Medium, Default Fallback) (Anthropic): बुद्धि 51.20, $1627Claude Sonnet 4.6 (Max) (Anthropic): बुद्धि 30.10, $4925Claude Sonnet 5 (High) (Anthropic): बुद्धि 31.70, $2086Claude Sonnet 5 (Low) (Anthropic): बुद्धि 24.30, $653Claude Sonnet 5 (Max) (Anthropic): बुद्धि 38.20, $6998Claude Sonnet 5 (Medium) (Anthropic): बुद्धि 28.10, $1218Claude Sonnet 5 (Xhigh) (Anthropic): बुद्धि 34.40, $3255Claude Sonnet 5.5 (High, Default Fallback) (Anthropic): बुद्धि 46.80, $1027Claude Sonnet 5.5 (Low, Default Fallback) (Anthropic): बुद्धि 35.90, $482Claude Sonnet 5.5 (Max, Default Fallback) (Anthropic): बुद्धि 56.00, $7260Claude Sonnet 5.5 (Medium, Default Fallback) (Anthropic): बुद्धि 40.80, $622Claude Sonnet 5.5 (Xhigh, Default Fallback) (Anthropic): बुद्धि 51.90, $2177DeepSeek R1 (Jan '25) (DeepSeek): बुद्धि 11.40, $461DeepSeek V3 (Dec '24) (DeepSeek): बुद्धि 8.50, $25.4DeepSeek V3 0324 (DeepSeek): बुद्धि 9.70, $19.9DeepSeek V4 Flash 0420 (High) (DeepSeek): बुद्धि 24.40, $121DeepSeek V4 Flash 0420 (Max) (DeepSeek): बुद्धि 24.20, $149DeepSeek V4 Flash 0731 (Max) (DeepSeek): बुद्धि 34.30, $200DeepSeek V4 Flash Vision (Max) (DeepSeek): बुद्धि 34.80, $1081DeepSeek V4 Pro 0424 (Max) (DeepSeek): बुद्धि 30.40, $277DeepSeek V4 Pro 0813 (Max) (DeepSeek): बुद्धि 36.00, $1122DeepSeek V4 Pro 0813 (Non-reasoning) (DeepSeek): बुद्धि 20.40, $451DeepSeek V4.1 Flash (Max) (DeepSeek): बुद्धि 39.50, $672DeepSeek V4.1 Flash (Non-reasoning) (DeepSeek): बुद्धि 24.70, $239DeepSeek V4.1 Flash 1017 (Max) (DeepSeek): बुद्धि 45.10, $445Gemini 2.5 Pro (Google): बुद्धि 16.10, $823Gemini 3.1 Flash-Lite (Google): बुद्धि 15.60, $156Gemini 3.1 Pro Preview (Google): बुद्धि 29.70, $1935Gemini 3.5 Flash (High) (Google): बुद्धि 32.60, $4222Gemini 3.5 Flash-Lite (Google): बुद्धि 22.20, $366Gemini 3.6 Flash (High) (Google): बुद्धि 34.00, $1614Gemini 3.8 Flash (High) (Google): बुद्धि 40.90, $1623Gemini 3.8 Flash (Medium) (Google): बुद्धि 39.80, $1100Gemini 4 Argon (High) (Google): बुद्धि 52.60, $2407Gemma 4 E4B (Reasoning) (Google): बुद्धि 8.90, $14.7GLM-5.1 (Reasoning) (Z AI): बुद्धि 26.10, $1487GLM-5.2 (Max) (Z AI): बुद्धि 33.70, $2097GLM-5.3 (Low) (Z AI): बुद्धि 34.30, $1013GLM-5.3 (Max) (Z AI): बुद्धि 44.80, $2503GLM-5.3-Flash (Z AI): बुद्धि 41.80, $306GPT-5 mini (High) (OpenAI): बुद्धि 16.80, $189GPT-5.4 mini (Xhigh) (OpenAI): बुद्धि 24.10, $1524GPT-5.4 nano (Xhigh) (OpenAI): बुद्धि 20.70, $331GPT-5.5 (High) (OpenAI): बुद्धि 37.00, $3411GPT-5.5 (Medium) (OpenAI): बुद्धि 33.80, $2095GPT-5.5 (Xhigh) (OpenAI): बुद्धि 38.40, $5294GPT-5.5 Instant (June 2026) (OpenAI): बुद्धि 26.00, $1184GPT-5.6 Luna (High) (OpenAI): बुद्धि 32.10, $108GPT-5.6 Luna (Low) (OpenAI): बुद्धि 21.00, $27.0GPT-5.6 Luna (Max) (OpenAI): बुद्धि 37.30, $320GPT-5.6 Luna (Medium) (OpenAI): बुद्धि 25.00, $44.3GPT-5.6 Luna (Non-reasoning) (OpenAI): बुद्धि 15.50, $23.0GPT-5.6 Luna (Xhigh) (OpenAI): बुद्धि 34.60, $179GPT-5.6 Sol (High) (OpenAI): बुद्धि 42.30, $1487GPT-5.6 Sol (Low) (OpenAI): बुद्धि 33.50, $637GPT-5.6 Sol (Max) (OpenAI): बुद्धि 47.00, $3465GPT-5.6 Sol (Medium) (OpenAI): बुद्धि 39.20, $997GPT-5.6 Sol (Xhigh) (OpenAI): बुद्धि 44.00, $2082GPT-5.6 Terra (High) (OpenAI): बुद्धि 34.20, $768GPT-5.6 Terra (Low) (OpenAI): बुद्धि 27.50, $350GPT-5.6 Terra (Max) (OpenAI): बुद्धि 42.10, $2501GPT-5.6 Terra (Medium) (OpenAI): बुद्धि 30.10, $447GPT-5.6 Terra (Non-reasoning) (OpenAI): बुद्धि 20.80, $256GPT-5.6 Terra (Xhigh) (OpenAI): बुद्धि 38.00, $1187GPT-6 Astra (High) (OpenAI): बुद्धि 50.90, $2925GPT-6 Astra (Low) (OpenAI): बुद्धि 45.80, $1537GPT-6 Astra (Max) (OpenAI): बुद्धि 52.70, $5324GPT-6 Astra (Medium) (OpenAI): बुद्धि 49.60, $2434GPT-6 Astra (Xhigh) (OpenAI): बुद्धि 52.40, $3803GPT-6 Luna (Non-reasoning) (OpenAI): बुद्धि 18.50, $19.2GPT-6 Sol (High) (OpenAI): बुद्धि 42.40, $605GPT-6 Sol (Low) (OpenAI): बुद्धि 34.20, $269GPT-6 Sol (Max) (OpenAI): बुद्धि 47.60, $1536GPT-6 Sol (Medium) (OpenAI): बुद्धि 39.80, $416GPT-6 Sol (Non-reasoning) (OpenAI): बुद्धि 28.50, $449GPT-6 Sol (Xhigh) (OpenAI): बुद्धि 44.20, $855GPT-6.1 Sol (Low) (OpenAI): बुद्धि 42.10, $250gpt-oss-120b (High) (OpenAI): बुद्धि 11.60, $123gpt-oss-20b (High) (OpenAI): बुद्धि 9.00, $28.8Granite 4.2 30B (IBM): बुद्धि 12.70, $111Granite 4.2 3B (IBM): बुद्धि 9.10, $14.9Granite 4.2 8B (IBM): बुद्धि 11.10, $53.1Grok 4.3 (High) (SpaceXAI): बुद्धि 24.90, $363Grok 4.3 (Non-reasoning) (SpaceXAI): बुद्धि 14.00, $250Grok 4.5 (High) (SpaceXAI): बुद्धि 38.80, $1244Grok 4.6 (High) (SpaceXAI): बुद्धि 44.30, $1963Grok 4.6 (Low) (SpaceXAI): बुद्धि 35.10, $614Grok 4.6 (Medium) (SpaceXAI): बुद्धि 42.80, $1557Grok 4.6 (Xhigh) (SpaceXAI): बुद्धि 44.20, $2242Grok 4.7 (High) (SpaceXAI): बुद्धि 46.30, $3881Grok 4.7 (Low) (SpaceXAI): बुद्धि 42.20, $1631Grok 4.7 (Xhigh) (SpaceXAI): बुद्धि 46.40, $4967Hy3 (Tencent): बुद्धि 25.30, $150Inkling Small (Thinking Machines): बुद्धि 25.70, $241Kimi K2.6 (Reasoning) (Kimi): बुद्धि 27.00, $1528Kimi K2.7 Code (Kimi): बुद्धि 25.80, $993Kimi K3 (Low) (Kimi): बुद्धि 30.10, $1190Kimi K3 (Max) (Kimi): बुद्धि 43.60, $3658Ling 3.1 Flash 1019 (InclusionAI): बुद्धि 43.90, $1552Llama 4 Maverick (Meta): बुद्धि 9.30, $44.0Llama 4 Scout (Meta): बुद्धि 6.50, $73.6LongCat 2.0 (LongCat): बुद्धि 19.10, $545Mercury 2 (Inception): बुद्धि 10.80, $105Mercury 2.5 (Inception): बुद्धि 12.30, $218MiMo-V2.5 (Xiaomi): बुद्धि 21.80, $61.9MiMo-V2.5-Pro (Reasoning) (Xiaomi): बुद्धि 26.00, $231MiniMax-M3 (MiniMax): बुद्धि 29.20, $538MiniMax-M3.1-Flash (MiniMax): बुद्धि 42.70, $283Ministral 3 14B (Mistral): बुद्धि 6.00, $37.6Ministral 3 3B (Mistral): बुद्धि 4.80, $12.2Ministral 3 8B (Mistral): बुद्धि 5.50, $27.5Mistral Large 3 (Mistral): बुद्धि 9.30, $46.4Mistral Large 4 Preview (Mistral): बुद्धि 38.40, $1608Mistral Medium 3.5 (Mistral): बुद्धि 14.20, $1264Mistral Small 3.1 (Mistral): बुद्धि 7.10, $27.8Mistral Small 3.2 (Mistral): बुद्धि 7.00, $122Mistral Small 4 (Reasoning) (Mistral): बुद्धि 11.30, $42.5Muse Glimmer (High) (Meta): बुद्धि 17.50, $146Muse Spark 1.1 (Xhigh) (Meta): बुद्धि 33.70, $1737Muse Spark 1.2 (Xhigh) (Meta): बुद्धि 39.60, $1385Muse Spark 1.3 (Max) (Meta): बुद्धि 48.10, $2000Muse Spark 1.3 (Xhigh) (Meta): बुद्धि 45.10, $1655Muse Spark Open (Xhigh) (Meta): बुद्धि 38.90, $1185Muse Wonder (Max) (Meta): बुद्धि 52.40, $5787Nemotron 3 Super 120B A12B (Reasoning) (NVIDIA): बुद्धि 12.80, $1319Nemotron 3 Ultra 550B A55B (Reasoning) (NVIDIA): बुद्धि 22.90, $697Nemotron 3.5 Lightning (NVIDIA): बुद्धि 12.90, $92.8Nemotron 3.5 Super VL (NVIDIA): बुद्धि 26.50, $286NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) (NVIDIA): बुद्धि 8.90, $63.7Qwen3.5 122B A10B (Reasoning) (Alibaba): बुद्धि 15.60, $661Qwen3.5 397B A17B (Reasoning) (Alibaba): बुद्धि 18.40, $941Qwen3.5 9B (Reasoning) (Alibaba): बुद्धि 11.20, $329Qwen3.6 27B (Reasoning) (Alibaba): बुद्धि 21.40, $1145Qwen3.6 35B A3B (Reasoning) (Alibaba): बुद्धि 18.20, $896Qwen3.7 Max (Alibaba): बुद्धि 29.50, $2277Qwen3.7 Plus (Alibaba): बुद्धि 25.20, $428Qwen3.8 2.4T A95B (Alibaba): बुद्धि 39.90, $2632Qwen3.8 27B (Low) (Alibaba): बुद्धि 26.20, $1060Qwen3.8 27B (Medium) (Alibaba): बुद्धि 27.60, $1165Qwen3.8 27B (Non-reasoning) (Alibaba): बुद्धि 20.20, $2022Qwen3.8 27B (Xhigh) (Alibaba): बुद्धि 33.70, $1336Qwen3.8 Max (Alibaba): बुद्धि 40.20, $3172Qwen3.8 Max (0902) (Alibaba): बुद्धि 45.40, $4935Qwen3.8-Flash-Next (Alibaba): बुद्धि 39.80, $363Ring-2.6-1T (InclusionAI): बुद्धि 16.60, $576Solar Mini 4 (Upstage): बुद्धि 24.10, $502Solar Pro 3 (Upstage): बुद्धि 7.80, $159Solar Pro 4 (Upstage): बुद्धि 26.60, $737Step 5 Preview (StepFun): बुद्धि 43.70, $1190Trinity Large Thinking (Arcee AI): बुद्धि 10.80, $233GPT-6 Luna (Low) (OpenAI): बुद्धि 21.50, $10.6GPT-6 Luna (Medium) (OpenAI): बुद्धि 29.90, $31.2GPT-6 Luna (High) (OpenAI): बुद्धि 32.90, $47.9Claude Haiku 5.5 (Medium) (Anthropic): बुद्धि 34.50, $56.4GPT-6 Luna (Xhigh) (OpenAI): बुद्धि 34.60, $66.8Claude Haiku 5.5 (High) (Anthropic): बुद्धि 37.80, $94.1MiMo-V2.6-Flash (Xiaomi): बुद्धि 37.90, $110GPT-6 Luna (Max) (OpenAI): बुद्धि 38.10, $122Claude Haiku 5.5 (Xhigh) (Anthropic): बुद्धि 41.20, $158MiMo-V2.6-Pro (Xiaomi): बुद्धि 46.30, $207GPT-6.1 Sol (Medium) (OpenAI): बुद्धि 47.80, $361GPT-6.1 Sol (High) (OpenAI): बुद्धि 50.20, $521GPT-6.1 Sol (Xhigh) (OpenAI): बुद्धि 51.00, $662GPT-6.1 Sol (Max) (OpenAI): बुद्धि 51.80, $1082Claude Opus 5.5 (High, Default Fallback) (Anthropic): बुद्धि 53.60, $2172Kimi K3.1 Pro (Kimi): बुद्धि 55.10, $3117Claude Opus 5.5 (Xhigh, Default Fallback) (Anthropic): बुद्धि 56.00, $4057Claude Opus 5.5 (Max, Default Fallback) (Anthropic): बुद्धि 57.60, $8708Qwen3 Coder Next (Alibaba): बुद्धि 9.20, $405Ling 3.1 Flash (InclusionAI): बुद्धि 41.10, $1015Ling 3.1 FlashQwen3 Coder NextGPT-6 Luna (Low)Claude Opus 5.5 (Max, Default Fallback)
Ling 3.1 FlashQwen3 Coder Nextआज का Pareto frontierडाउनलोड किए जा सकने वाले वेट्स का फ्रंटियर (open-weights frontier)बाकी सभी मॉडल
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एजेंट: Accept: text/markdown or ?format=md इस पृष्ठ को Markdown के रूप में लौटाता है। JSON: /api/v1/compare/ling-3-1-flash/qwen3-coder-next · Markdown: /api/v1/compare/ling-3-1-flash/qwen3-coder-next?format=md · llms.txt · एजेंट कौशल