Gemini 3.5 Flash (high) vs Kimi K2.7 Code

Which is better for the money: Gemini 3.5 Flash (high) by Google or Kimi K2.7 Code by Kimi? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-09-22.

Trade-off
Verdict

Depends on your budget

Gemini 3.5 Flash (high) scores 6.8 points higher (32.6 vs 25.8) but costs 2.2× as much to run the benchmark ($2172 vs $993; flagship vs premium cost classes). Pick Gemini 3.5 Flash (high) when the extra intelligence is worth the premium, otherwise Kimi K2.7 Code.

MetricGemini 3.5 Flash (high)Kimi K2.7 CodeDifference
Intelligence (higher is better)32.625.8−20.9% Kimi K2.7 Code is 20.9% less intelligent
Total AA cost (lower is better)$2,172.43$992.88−54.3% Kimi K2.7 Code is 54.3% cheaper
End-to-end time (lower is better)26.91s47.33s+75.9% Kimi K2.7 Code is 75.9% slower
Price per 1M tokens (in / out)$1.50 / $9.00$0.95 / $4.00
Input modalitiesText, Image, Speech, VideoText, Image, Video

Kimi K2.7 Code vs Gemini 3.5 Flash (high): 20.9% less intelligence, 54.3% less cost to run the AA benchmark, and 75.9% slower end-to-end.

Today's Pareto frontier

Against the frontier

0102030405060$20$50$100$200$500$1k$2k$5k$10k$20kCost to run the Artificial Analysis Intelligence Index (USD, log scale)Intelligence IndexCeleris-1 (Celeris): intelligence 6.30, $60.0Claude 4.5 Haiku (Reasoning) (Anthropic): intelligence 16.90, $524Claude 4.5 Sonnet (Reasoning) (Anthropic): intelligence 20.70, $1501Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) (Anthropic): intelligence 49.60, $11161Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback) (Anthropic): intelligence 51.20, $5242Claude Fable 5.1 (Adaptive Reasoning, Low Effort, Default Fallback) (Anthropic): intelligence 46.80, $3158Claude Fable 5.1 (Adaptive Reasoning, Medium Effort, Default Fallback) (Anthropic): intelligence 48.90, $3983Claude Opus 4.8 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 41.80, $6874Claude Opus 5 (Adaptive Reasoning, High Effort) (Anthropic): intelligence 48.10, $4332Claude Opus 5 (Adaptive Reasoning, Low Effort) (Anthropic): intelligence 39.40, $1561Claude Opus 5 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 50.80, $7275Claude Opus 5 (Adaptive Reasoning, Medium Effort) (Anthropic): intelligence 44.80, $2732Claude Opus 5 (Adaptive Reasoning, Xhigh Effort) (Anthropic): intelligence 49.70, $5868Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 30.10, $4925Claude Sonnet 5 (Adaptive Reasoning, High Effort) (Anthropic): intelligence 31.70, $2086Claude Sonnet 5 (Adaptive Reasoning, Low Effort) (Anthropic): intelligence 24.30, $653Claude Sonnet 5 (Adaptive Reasoning, Max Effort) (Anthropic): intelligence 38.20, $6998Claude Sonnet 5 (Adaptive Reasoning, Medium Effort) (Anthropic): intelligence 28.10, $1218Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort) (Anthropic): intelligence 34.40, $3255DeepSeek R1 (Jan '25) (DeepSeek): intelligence 11.40, $461DeepSeek V3 (Dec '24) (DeepSeek): intelligence 8.50, $25.4DeepSeek V3 0324 (DeepSeek): intelligence 9.70, $87.2DeepSeek V4 Flash 0420 (Reasoning, Max Effort) (DeepSeek): intelligence 24.20, $191DeepSeek V4 Flash 0731 (Reasoning, Max Effort) (DeepSeek): intelligence 34.30, $474DeepSeek V4 Flash Vision (Reasoning, Max Effort) (DeepSeek): intelligence 34.80, $445DeepSeek V4 Pro 0424 (Reasoning, Max Effort) (DeepSeek): intelligence 30.40, $277DeepSeek V4 Pro 0813 (Reasoning, Max Effort) (DeepSeek): intelligence 36.00, $1122DeepSeek V4.1 Flash (Reasoning, Max Effort) (DeepSeek): intelligence 39.50, $477Gemini 2.5 Pro (Google): intelligence 16.10, $707Gemini 3.1 Flash-Lite (Google): intelligence 15.60, $119Gemini 3.1 Pro Preview (Google): intelligence 29.70, $1310Gemini 3.5 Flash-Lite (Google): intelligence 22.20, $267Gemini 3.6 Flash (high) (Google): intelligence 34.00, $1037Gemini 3.7 Flash (high) (Google): intelligence 39.10, $1084Gemini 3.8 Flash (high) (Google): intelligence 40.90, $1623Gemini 3.8 Flash (medium) (Google): intelligence 39.80, $1100GLM 5.3 Flash (Z AI): intelligence 41.80, $280GLM-5.1 (Reasoning) (Z AI): intelligence 26.10, $1418GLM-5.2 (max) (Z AI): intelligence 33.70, $1559GLM-5.3 (max) (Z AI): intelligence 44.80, $2503GPT-5 mini (high) (OpenAI): intelligence 16.80, $189GPT-5.4 mini (xhigh) (OpenAI): intelligence 24.10, $1438GPT-5.4 nano (xhigh) (OpenAI): intelligence 20.70, $331GPT-5.5 (high) (OpenAI): intelligence 37.00, $3411GPT-5.5 (medium) (OpenAI): intelligence 33.80, $2095GPT-5.5 (xhigh) (OpenAI): intelligence 38.40, $5294GPT-5.5 Instant (June 2026) (OpenAI): intelligence 26.00, $1184GPT-5.6 Luna (max) (OpenAI): intelligence 37.30, $320GPT-5.6 Sol (high) (OpenAI): intelligence 42.30, $1487GPT-5.6 Sol (low) (OpenAI): intelligence 33.50, $637GPT-5.6 Sol (max) (OpenAI): intelligence 47.00, $3465GPT-5.6 Sol (medium) (OpenAI): intelligence 39.20, $997GPT-5.6 Sol (xhigh) (OpenAI): intelligence 44.00, $2082GPT-5.6 Terra (high) (OpenAI): intelligence 34.20, $768GPT-5.6 Terra (low) (OpenAI): intelligence 27.50, $350GPT-5.6 Terra (max) (OpenAI): intelligence 42.10, $2501GPT-5.6 Terra (medium) (OpenAI): intelligence 30.10, $447GPT-5.6 Terra (Non-reasoning) (OpenAI): intelligence 20.80, $256GPT-5.6 Terra (xhigh) (OpenAI): intelligence 38.00, $1187GPT-6 Astra (low) (OpenAI): intelligence 45.80, $1537gpt-oss-120b (high) (OpenAI): intelligence 11.60, $122gpt-oss-20b (high) (OpenAI): intelligence 9.00, $29.4Granite 4.2 8B (IBM): intelligence 11.10, $53.1Grok 4.3 (high) (SpaceXAI): intelligence 24.90, $332Grok 4.3 (Non-reasoning) (SpaceXAI): intelligence 14.00, $203Grok 4.5 (high) (SpaceXAI): intelligence 38.80, $1404Grok 4.6 (high) (SpaceXAI): intelligence 44.30, $2352Grok 4.6 (low) (SpaceXAI): intelligence 35.10, $761Grok 4.6 (medium) (SpaceXAI): intelligence 42.80, $1937Grok 4.6 (xhigh) (SpaceXAI): intelligence 44.20, $2830Grok 4.7 (high) (SpaceXAI): intelligence 46.30, $3881Grok 4.7 (xhigh) (SpaceXAI): intelligence 46.40, $4967Hy3 (Tencent): intelligence 25.30, $156Inkling (xhigh) (Thinking Machines): intelligence 25.00, $1026Kimi K2.6 (Kimi): intelligence 27.00, $1528Kimi K3 (max) (Kimi): intelligence 43.60, $3658LongCat 2.0 (LongCat): intelligence 19.10, $221MiMo-V2.5-Pro (Xiaomi): intelligence 26.00, $138MiniMax-M2.7 (MiniMax): intelligence 22.80, $236MiniMax-M3 (MiniMax): intelligence 29.20, $538Ministral 3 14B (Mistral): intelligence 6.00, $250Ministral 3 3B (Mistral): intelligence 4.80, $61.3Ministral 3 8B (Mistral): intelligence 5.50, $169Mistral Large 3 (Mistral): intelligence 9.30, $130Mistral Medium 3.1 (Mistral): intelligence 9.20, $406Mistral Medium 3.5 (Mistral): intelligence 14.20, $1160Mistral Small 3.1 (Mistral): intelligence 7.10, $35.8Mistral Small 4 (Reasoning) (Mistral): intelligence 11.30, $78.7Muse Glimmer (high) (Meta): intelligence 17.50, $152Muse Spark 1.1 (xhigh) (Meta): intelligence 33.70, $1737Muse Spark 1.2 (xhigh) (Meta): intelligence 39.60, $1385Muse Spark 1.3 (xhigh) (Meta): intelligence 45.10, $1655Nemotron 3 Super 120B A12B (Reasoning) (NVIDIA): intelligence 12.80, $1319Nemotron 3 Ultra 550B A55B (Reasoning) (NVIDIA): intelligence 22.90, $778Nemotron 3.5 Lightning (NVIDIA): intelligence 12.90, $105NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) (NVIDIA): intelligence 8.90, $63.7Quasar 438B (max, based on GLM-5.2) (Multiverse Computing): intelligence 26.70, $2504Qwen3 235B A22B 2507 (Reasoning) (Alibaba): intelligence 12.70, $235Qwen3 30B A3B 2507 (Reasoning) (Alibaba): intelligence 9.80, $188Qwen3 Coder Next (Alibaba): intelligence 9.20, $476Qwen3.5 122B A10B (Reasoning) (Alibaba): intelligence 15.60, $661Qwen3.5 397B A17B (Reasoning) (Alibaba): intelligence 18.40, $941Qwen3.6 27B (Reasoning) (Alibaba): intelligence 21.40, $1145Qwen3.6 35B A3B (Reasoning) (Alibaba): intelligence 18.20, $896Qwen3.7 Max (Alibaba): intelligence 29.50, $2277Qwen3.7 Plus (Alibaba): intelligence 25.20, $568Qwen3.8 2.4T A95B (Alibaba): intelligence 39.90, $2633Qwen3.8 27B (low) (Alibaba): intelligence 26.20, $876Qwen3.8 27B (medium) (Alibaba): intelligence 27.60, $977Qwen3.8 27B (Non-reasoning) (Alibaba): intelligence 20.20, $1570Qwen3.8 27B (xhigh) (Alibaba): intelligence 33.70, $1170Qwen3.8 Max (Alibaba): intelligence 40.20, $3172Qwen3.8 Max (0902) (Alibaba): intelligence 45.40, $4935Qwen3.8-Flash-Next (Alibaba): intelligence 39.80, $363Ring-2.6-1T (InclusionAI): intelligence 16.60, $576Solar Pro 3 (Upstage): intelligence 7.80, $159Step 5 Preview (StepFun): intelligence 43.70, $925Trinity Large Thinking (Arcee AI): intelligence 10.80, $518Granite 4.2 3B (IBM): intelligence 9.10, $14.9GPT-5.6 Luna (Non-reasoning) (OpenAI): intelligence 15.50, $23.0GPT-5.6 Luna (low) (OpenAI): intelligence 21.00, $27.0GPT-5.6 Luna (medium) (OpenAI): intelligence 25.00, $44.3GPT-5.6 Luna (high) (OpenAI): intelligence 32.10, $108GPT-5.6 Luna (xhigh) (OpenAI): intelligence 34.60, $179MiMo-V2.6-Pro (Xiaomi): intelligence 46.30, $207Muse Spark 1.3 (max) (Meta): intelligence 48.10, $2000GPT-6 Astra (medium) (OpenAI): intelligence 49.60, $2434GPT-6 Astra (high) (OpenAI): intelligence 50.90, $2925GPT-6 Astra (xhigh) (OpenAI): intelligence 52.40, $3803GPT-6 Astra (max) (OpenAI): intelligence 52.70, $5324Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback) (Anthropic): intelligence 53.20, $9063Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) (Anthropic): intelligence 53.40, $13129Kimi K2.7 Code (Kimi): intelligence 25.80, $993Gemini 3.5 Flash (high) (Google): intelligence 32.60, $2172Gemini 3.5 Flash (high)Kimi K2.7 CodeGranite 4.2 3BClaude Fable 5.1 (max)
Gemini 3.5 Flash (high)Kimi K2.7 CodeToday's Pareto frontierOpen-weights frontierEvery other model
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