Nova 2.0 Pro Preview (medium) vs Qwen3 Coder Next

Which is better for the money: Nova 2.0 Pro Preview (medium) by Amazon or Qwen3 Coder Next by Alibaba? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-07-18.

Trade-off
Verdict

Depends on your budget

Nova 2.0 Pro Preview (medium) scores 0.7 points higher (21.8 vs 21.1) but costs 1.6× as much to run the benchmark ($407 vs $247; both mid-range class). Pick Nova 2.0 Pro Preview (medium) when the extra intelligence is worth the premium, otherwise Qwen3 Coder Next.

MetricNova 2.0 Pro Preview (medium)Qwen3 Coder NextDifference
Intelligence (higher is better)21.821.1−3.2% Qwen3 Coder Next is 3.2% less intelligent
Total AA cost (lower is better)$406.78$247.26−39.2% Qwen3 Coder Next is 39.2% cheaper
End-to-end time (lower is better)32.71s6.89s−78.9% Qwen3 Coder Next is 78.9% faster
Price per 1M tokens (in / out)$1.25 / $10.0$0.35 / $1.20
Input modalitiesNot reportedNot reported

Qwen3 Coder Next vs Nova 2.0 Pro Preview (medium): 3.2% less intelligence, 39.2% less cost to run the AA benchmark, and 78.9% faster end-to-end.

Today's Pareto frontier

Against the frontier

0204060$10$20$50$100$200$500$1k$2k$5k$10kCost to run the Artificial Analysis Intelligence Index (USD, log scale)Intelligence IndexClaude 4.5 Haiku (Reasoning) (Anthropic): intelligence 29.60, $564Claude 4.5 Sonnet (Reasoning) (Anthropic): intelligence 36.40, $1133Claude Opus 4.7 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 53.50, $3738Claude Opus 4.8 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 55.70, $3753Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 47.20, $3356Claude Sonnet 5 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 53.40, $4010Claude Sonnet 5 (Non-reasoning, High Effort) (Anthropic): intelligence 41.70, $427DeepSeek R1 (Jan '25) (DeepSeek): intelligence 18.50, $416DeepSeek V3 0324 (DeepSeek): intelligence 15.40, $132Gemini 2.5 Pro (Google): intelligence 25.80, $610Gemini 3.1 Flash-Lite (Google): intelligence 25.00, $93.7Gemini 3.1 Pro Preview (Google): intelligence 46.50, $815Gemini 3.5 Flash (high) (Google): intelligence 50.20, $1041Gemma 4 26B A4B (Reasoning) (Google): intelligence 25.70, $51.9Gemma 4 31B (Non-reasoning) (Google): intelligence 21.80, $29.0GLM-4.6 (Reasoning) (Z AI): intelligence 28.70, $313GLM-4.7 (Reasoning) (Z AI): intelligence 33.70, $603GLM-5.1 (Reasoning) (Z AI): intelligence 40.20, $659GLM-5.2 (max) (Z AI): intelligence 51.10, $925GPT-4.1 mini (OpenAI): intelligence 14.80, $74.7GPT-4.1 nano (OpenAI): intelligence 9.60, $48.7GPT-5 (high) (OpenAI): intelligence 34.70, $813GPT-5.4 (xhigh) (OpenAI): intelligence 51.40, $2132GPT-5.4 mini (xhigh) (OpenAI): intelligence 40.00, $1095GPT-5.5 (high) (OpenAI): intelligence 53.10, $1719GPT-5.5 (low) (OpenAI): intelligence 43.50, $375GPT-5.5 (medium) (OpenAI): intelligence 50.40, $936GPT-5.5 (Non-reasoning) (OpenAI): intelligence 35.40, $211GPT-5.5 (xhigh) (OpenAI): intelligence 54.80, $2778GPT-5.5 Instant (June 2026) (OpenAI): intelligence 28.90, $528GPT-5.6 Luna (low) (OpenAI): intelligence 33.30, $68.8GPT-5.6 Luna (max) (OpenAI): intelligence 51.20, $870GPT-5.6 Luna (medium) (OpenAI): intelligence 38.10, $106GPT-5.6 Luna (Non-reasoning) (OpenAI): intelligence 26.60, $51.4GPT-5.6 Luna (xhigh) (OpenAI): intelligence 49.10, $479GPT-5.6 Sol (Non-reasoning) (OpenAI): intelligence 41.20, $242GPT-5.6 Terra (high) (OpenAI): intelligence 49.00, $496GPT-5.6 Terra (low) (OpenAI): intelligence 40.50, $161GPT-5.6 Terra (max) (OpenAI): intelligence 55.00, $1754GPT-5.6 Terra (xhigh) (OpenAI): intelligence 51.60, $740gpt-oss-120b (high) (OpenAI): intelligence 23.80, $96.3gpt-oss-20b (high) (OpenAI): intelligence 14.90, $29.9Grok 4.3 (high) (SpaceXAI): intelligence 37.60, $288Grok 4.3 (Non-reasoning) (SpaceXAI): intelligence 24.80, $201Grok Build 0.1 0616 (SpaceXAI): intelligence 39.80, $375HyperNova 60B 2605 (Multiverse Computing): intelligence 17.80, $35.0Kimi K2.6 (Kimi): intelligence 44.20, $841Kimi K3 (Kimi): intelligence 57.10, $2710Llama 3.3 Instruct 70B (Meta): intelligence 9.40, $78.0Llama 4 Maverick (Meta): intelligence 14.30, $38.2Magistral Medium 1.2 (Mistral): intelligence 17.90, $886Ministral 3 14B (Mistral): intelligence 11.10, $120Ministral 3 3B (Mistral): intelligence 6.80, $91.8Ministral 3 8B (Mistral): intelligence 9.00, $113Mistral Large 3 (Mistral): intelligence 15.90, $71.0Mistral Medium 3.1 (Mistral): intelligence 14.70, $132Mistral Medium 3.5 (Mistral): intelligence 29.90, $1483Mistral Small 3.1 (Mistral): intelligence 14.70, $29.9Mistral Small 3.2 (Mistral): intelligence 10.60, $128Nemotron 3 Ultra 550B A55B (Reasoning) (NVIDIA): intelligence 37.80, $435Nova 2.0 Lite (high) (Amazon): intelligence 18.20, $635Nova 2.0 Pro Preview (low) (Amazon): intelligence 19.60, $244Nova 2.0 Pro Preview (Non-reasoning) (Amazon): intelligence 14.40, $206NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) (NVIDIA): intelligence 14.20, $38.9NVIDIA Nemotron 3 Super 120B A12B (Reasoning) (NVIDIA): intelligence 25.40, $254Qwen3 30B A3B 2507 (Reasoning) (Alibaba): intelligence 14.40, $152Qwen3 Next 80B A3B (Reasoning) (Alibaba): intelligence 16.70, $401Qwen3.5 122B A10B (Non-reasoning) (Alibaba): intelligence 27.60, $216Qwen3.5 122B A10B (Reasoning) (Alibaba): intelligence 32.30, $447Qwen3.5 35B A3B (Non-reasoning) (Alibaba): intelligence 24.00, $227Qwen3.5 397B A17B (Reasoning) (Alibaba): intelligence 33.70, $528Qwen3.5 9B (Reasoning) (Alibaba): intelligence 21.40, $179Qwen3.6 27B (Non-reasoning) (Alibaba): intelligence 30.50, $356Qwen3.6 27B (Reasoning) (Alibaba): intelligence 37.10, $668Qwen3.6 35B A3B (Non-reasoning) (Alibaba): intelligence 24.20, $496Qwen3.6 35B A3B (Reasoning) (Alibaba): intelligence 31.60, $334Qwen3.6 Plus (Alibaba): intelligence 39.60, $526Qwen3.7 Max (Alibaba): intelligence 46.00, $1559Qwen3.7 Plus (Alibaba): intelligence 39.00, $303Ring-2.6-1T (InclusionAI): intelligence 30.60, $460Llama 4 Scout (Meta): intelligence 10.00, $11.5DeepSeek V3 (Dec '24) (DeepSeek): intelligence 14.20, $19.8gpt-oss-120b (low) (OpenAI): intelligence 14.90, $24.2MiMo-V2.5 (Xiaomi): intelligence 37.20, $25.2DeepSeek V4 Flash (Reasoning, Max Effort) (DeepSeek): intelligence 40.30, $74.3MiMo-V2.5-Pro (Xiaomi): intelligence 42.20, $98.5DeepSeek V4 Pro (Reasoning, Max Effort) (DeepSeek): intelligence 44.30, $176MiniMax-M3 (MiniMax): intelligence 44.40, $204GPT-5.6 Terra (medium) (OpenAI): intelligence 45.60, $240GPT-5.6 Luna (high) (OpenAI): intelligence 46.10, $275GPT-5.6 Sol (low) (OpenAI): intelligence 49.40, $353Muse Spark 1.1 (xhigh) (Meta): intelligence 50.60, $548GPT-5.6 Sol (medium) (OpenAI): intelligence 53.60, $593Grok 4.5 (high) (SpaceXAI): intelligence 53.80, $602GPT-5.6 Sol (high) (OpenAI): intelligence 55.90, $956GPT-5.6 Sol (xhigh) (OpenAI): intelligence 57.70, $1543GPT-5.6 Sol (max) (OpenAI): intelligence 58.90, $2824Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) (Anthropic): intelligence 59.90, $5631Qwen3 Coder Next (Alibaba): intelligence 21.10, $247Nova 2.0 Pro Preview (medium) (Amazon): intelligence 21.80, $407Nova 2.0 Pro Preview (medium)Qwen3 Coder NextLlama 4 ScoutClaude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)
Nova 2.0 Pro Preview (medium)Qwen3 Coder NextToday's Pareto frontierEvery other model
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/nova-2-0-pro-reasoning-medium/qwen3-coder-next · Markdown: /api/v1/compare/nova-2-0-pro-reasoning-medium/qwen3-coder-next?format=md · llms.txt · agent skill