Qwen3 Coder Next vs Trinity Large Thinking

Which is better for the money: Qwen3 Coder Next by Alibaba or Trinity Large Thinking by Arcee AI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-09-07.

Trade-off
Verdict

Depends on your budget

Qwen3 Coder Next scores 1.0 points higher (14.1 vs 13.1) but costs 1.2× as much to run the benchmark ($388 vs $327; both mid-range class). Pick Qwen3 Coder Next when the extra intelligence is worth the premium, otherwise Trinity Large Thinking.

MetricQwen3 Coder NextTrinity Large ThinkingDifference
Intelligence (higher is better)14.113.1−7.1% Trinity Large Thinking is 7.1% less intelligent
Total AA cost (lower is better)$388.17$326.95−15.8% Trinity Large Thinking is 15.8% cheaper
End-to-end time (lower is better)5.52s8.90s+61.2% Trinity Large Thinking is 61.2% slower
Price per 1M tokens (in / out)$0.35 / $1.20$0.25 / $0.90
Input modalitiesNot reportedNot reported

Trinity Large Thinking vs Qwen3 Coder Next: 7.1% less intelligence, 15.8% less cost to run the AA benchmark, and 61.2% slower end-to-end.

Today's Pareto frontier

Against the frontier

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

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