/best/data-analysisupdated October 2026164 models evaluated
Best AI for data analysis
Querying, transforming, and interpreting structured data.
Data analysis sits at the intersection of coding, structured reasoning, and communication. The model needs to write correct SQL or Python, handle messy schema, and explain findings without oversimplifying. A model that writes beautiful code but interprets results incorrectly is dangerous.
What matters: structured output fidelity (the model must produce valid, executable code), math reasoning (to interpret statistical results correctly), and instruction-following (to respect schema constraints and output formats). Tool-use capability matters for agentic data pipelines. For raw table comprehension, see our dedicated tabular data benchmark.
Our data-analysis rank weights structured output (2×), math (1.5×), reasoning (1×), and tool-use (0.5×). For interactive analysis notebooks, speed is also a factor — nobody wants to wait 30 seconds for a pivot table.
Full rankings
All 164 models, scored for data analysis
| # | Model | Provider | Task score | $/in | $/out | Context |
|---|---|---|---|---|---|---|
| 01 | Qwen: Qwen3.7 Flash | QQwen | 4.75/5.0 | $0.030 | $0.130 | 1M |
| 02 | NVIDIA: Nemotron 3.5 Lightning | NNVIDIA | 4.75/5.0 | $0.070 | $0.200 | 262K |
| 03 | NVIDIA: Nemotron 3 Super | NNVIDIA | 4.75/5.0 | $0.080 | $0.450 | 262K |
| 04 | Z.ai: GLM 5.3 Flash | ZZhipu AI | 4.75/5.0 | $0.150 | $0.500 | 1.0M |
| 05 | inclusionAI: Ring-2.6-1T | IInclusionai | 4.75/5.0 | $0.075 | $0.625 | 262K |
| 06 | Qwen: Qwen3.5-35B-A3B | QQwen | 4.75/5.0 | $0.080 | $0.750 | 262K |
| 07 | Inception: Mercury 2 | IInception | 4.75/5.0 | $0.250 | $0.750 | 128K |
| 08 | MiniMax: MiniMax M2.7 | MMinimax | 4.75/5.0 | $0.210 | $0.840 | 205K |
| 09 | OpenAI: GPT-5.6 Luna | OOpenAI | 4.75/5.0 | $0.200 | $1.20 | 1.1M |
| 10 | DeepSeek: DeepSeek V4 Flash 0731 | DDeepSeek | 4.75/5.0 | $0.007 | $1.28 | 1.0M |
| 11 | Meituan: LongCat 2.0 | MMeituan | 4.75/5.0 | $0.300 | $1.20 | 1.0M |
| 12 | Meta: Muse Glimmer 30B | MMeta | 4.75/5.0 | $0.300 | $1.20 | 131K |
| 13 | Qwen: Qwen3.5 Plus 2026-04-20 | QQwen | 4.75/5.0 | $0.300 | $1.80 | 1M |
| 14 | Qwen: Qwen3.6 Plus | QQwen | 4.75/5.0 | $0.325 | $1.95 | 1M |
| 15 | GPT-5 Mini | OOpenAI | 4.75/5.0 | $0.250 | $2.00 | 400K |
| 16 | ByteDance Seed: Seed 1.6 | BBytedance-seed | 4.75/5.0 | $0.250 | $2.00 | 262K |
| 17 | DeepSeek: DeepSeek V4 Pro 0813 | DDeepSeek | 4.75/5.0 | $0.660 | $1.98 | 1.0M |
| 18 | DeepSeek V4 Pro | DDeepSeek | 4.75/5.0 | $0.948 | $1.90 | 1.0M |
| 19 | xAI: Grok Build 0.1 | XXAI | 4.75/5.0 | $1.00 | $2.00 | 256K |
| 20 | GLM-4.7 | ZZhipu AI | 4.75/5.0 | $0.600 | $2.20 | 205K |
| 21 | Google: Gemini 3.8 Flash | GGoogle | 4.75/5.0 | $0.750 | $3.75 | 1.0M |
| 22 | o4 Mini | OOpenAI | 4.75/5.0 | $1.10 | $4.40 | 200K |
| 23 | Qwen 3.7 Max | QQwen | 4.75/5.0 | $1.48 | $4.42 | 1M |
| 24 | Qwen: Qwen3.6 Max Preview | QQwen | 4.75/5.0 | $1.03 | $6.16 | 262K |
| 25 | Qwen: Qwen3.8 Max | QQwen | 4.75/5.0 | $2.00 | $6.00 | 1M |
| 26 | AionLabs: Aion-3.0 | AAion-labs | 4.75/5.0 | $3.00 | $6.00 | 131K |
| 27 | Z.ai: GLM 5.2 | ZZhipu AI | 4.75/5.0 | $0.060 | $7.00 | 1.0M |
| 28 | GPT-5 | OOpenAI | 4.75/5.0 | $1.25 | $10.00 | 400K |
| 29 | Anthropic: Claude Sonnet 5 | AAnthropic | 4.75/5.0 | $2.00 | $10.00 | 1M |
| 30 | OpenAI: GPT-5.6 Terra | OOpenAI | 4.75/5.0 | $2.00 | $12.00 | 1.1M |
| 31 | OpenAI: GPT-5.6 Terra Pro | OOpenAI | 4.75/5.0 | $2.50 | $15.00 | 1.1M |
| 32 | Anthropic: Claude Fable 5 | AAnthropic | 4.75/5.0 | $10.00 | $50.00 | 1M |
| 33 | Nex AGI: Nex-N2-Mini | NNex-agi | 4.50/5.0 | $0.025 | $0.100 | 262K |
| 34 | Inception: Mercury 2.5 Preview | IInception | 4.50/5.0 | $0.040 | $0.150 | 260K |
| 35 | Gemma 4 26B A4B | GGoogle | 4.50/5.0 | $0.068 | $0.225 | 262K |
| 36 | MiMo-V2.5 | XXiaomi | 4.50/5.0 | $0.140 | $0.280 | 1.1M |
| 37 | StepFun: Step 3.5 Flash | SStepfun | 4.50/5.0 | $0.100 | $0.300 | 262K |
| 38 | Gemma 4 31B | GGoogle | 4.50/5.0 | $0.090 | $0.340 | 262K |
| 39 | ByteDance Seed: Seed-2.0-Mini | BBytedance-seed | 4.50/5.0 | $0.100 | $0.400 | 262K |
| 40 | Qwen: Qwen3.8 Flash | QQwen | 4.50/5.0 | $0.150 | $0.470 | 1M |
| 41 | inclusionAI: Ling-2.6-1T | IInclusionai | 4.50/5.0 | $0.075 | $0.625 | 262K |
| 42 | Arcee AI: Trinity Large Thinking | AArcee-ai | 4.50/5.0 | $0.250 | $0.800 | 262K |
| 43 | DeepSeek V3.2 | DDeepSeek | 4.50/5.0 | $0.259 | $0.800 | 164K |
| 44 | MiMo-V2.5-Pro | XXiaomi | 4.50/5.0 | $0.435 | $0.870 | 1.1M |
| 45 | Qwen: Qwen3.6 35B A3B | QQwen | 4.50/5.0 | $0.150 | $1.00 | 262K |
| 46 | Nex-N2-Pro | NNex AGI | 4.50/5.0 | $0.250 | $1.00 | 262K |
| 47 | DeepSeek V3.1 Terminus | DDeepSeek | 4.50/5.0 | $0.270 | $1.00 | 164K |
| 48 | Qwen: Qwen3.6 Flash | QQwen | 4.50/5.0 | $0.188 | $1.13 | 1M |
| 49 | MiniMax: MiniMax M3 | MMinimax | 4.50/5.0 | $0.300 | $1.20 | 1.0M |
| 50 | MiniMax: MiniMax M2 | MMinimax | 4.50/5.0 | $0.300 | $1.20 | 205K |
| 51 | Qwen: Qwen3.7 Plus | QQwen | 4.50/5.0 | $0.320 | $1.28 | 1M |
| 52 | Gemini 3.1 Flash Lite Preview | GGoogle | 4.50/5.0 | $0.250 | $1.50 | 1.0M |
| 53 | Google: Gemini 3.1 Flash Lite | GGoogle | 4.50/5.0 | $0.250 | $1.50 | 1.0M |
| 54 | AionLabs: Aion-2.0 | AAion-labs | 4.50/5.0 | $0.800 | $1.60 | 131K |
| 55 | R1 0528 | DDeepSeek | 4.50/5.0 | $0.500 | $2.15 | 164K |
| 56 | NVIDIA: Nemotron 3 Ultra | NNVIDIA | 4.50/5.0 | $0.500 | $2.20 | 262K |
| 57 | Gemini 3.5 Flash Lite | GGoogle | 4.50/5.0 | $0.300 | $2.50 | 1.0M |
| 58 | Qwen: Qwen3.8 27B | QQwen | 4.50/5.0 | $0.425 | $2.55 | 1M |
| 59 | Gemini 3 Flash Preview | GGoogle | 4.50/5.0 | $0.500 | $3.00 | 1.0M |
| 60 | ByteDance Seed: Seed-2.0-Code | BBytedance-seed | 4.50/5.0 | $0.500 | $3.00 | 262K |
| 61 | Qwen: Qwen3.6 27B | QQwen | 4.50/5.0 | $0.320 | $3.20 | 262K |
| 62 | Google: Gemini 3.7 Flash | GGoogle | 4.50/5.0 | $0.750 | $3.75 | 1.0M |
| 63 | Gemini 3.6 Flash | GGoogle | 4.50/5.0 | $0.750 | $3.75 | 1.0M |
| 64 | Meta: Muse Spark 1.3 | MMeta | 4.50/5.0 | $1.25 | $4.25 | 1.0M |
| 65 | Meta: Muse Spark 1.1 | MMeta | 4.50/5.0 | $1.25 | $4.25 | 1.0M |
| 66 | OpenAI: GPT-5.6 Luna Pro | OOpenAI | 4.50/5.0 | $1.00 | $6.00 | 1.1M |
| 67 | Sakana: Fugu Max | SSakana | 4.50/5.0 | $2.00 | $6.00 | 1M |
| 68 | o3 | OOpenAI | 4.50/5.0 | $2.00 | $8.00 | 200K |
| 69 | Gemini 3.5 Flash | GGoogle | 4.50/5.0 | $1.50 | $9.00 | 1.0M |
| 70 | OpenAI: GPT-5.6 Sol | OOpenAI | 4.50/5.0 | $2.00 | $10.00 | 1.1M |
| 71 | MoonshotAI: Kimi K3 | MMoonshotAI | 4.50/5.0 | $0.640 | $13.50 | 1.0M |
| 72 | GPT-5.2 | OOpenAI | 4.50/5.0 | $1.75 | $14.00 | 400K |
| 73 | Claude Sonnet 4.6 | AAnthropic | 4.50/5.0 | $3.00 | $15.00 | 1M |
| 74 | Grok 4 | XXAI | 4.50/5.0 | $3.00 | $15.00 | 256K |
| 75 | Grok 3 | XXAI | 4.50/5.0 | $3.00 | $15.00 | 131K |
| 76 | Claude Opus 5 | AAnthropic | 4.50/5.0 | $5.00 | $25.00 | 1M |
| 77 | Anthropic: Claude Opus 4.8 | AAnthropic | 4.50/5.0 | $5.00 | $25.00 | 1M |
| 78 | OpenAI: GPT-5.6 Sol Pro | OOpenAI | 4.50/5.0 | $5.00 | $30.00 | 1.1M |
| 79 | Anthropic: Claude Opus 4.8 (Fast) | AAnthropic | 4.50/5.0 | $10.00 | $50.00 | 1M |
| 80 | Claude Opus 5 (Fast) | AAnthropic | 4.50/5.0 | $10.00 | $50.00 | 1M |
| 81 | inclusionAI: Ling 3.0 Flash VL | IInclusionai | 4.25/5.0 | $0.021 | $0.062 | 262K |
| 82 | Ling-3.0-flash | IInclusionai | 4.25/5.0 | $0.021 | $0.063 | 262K |
| 83 | Poolside: Laguna XS 2.1 | PPoolside | 4.25/5.0 | $0.060 | $0.120 | 262K |
| 84 | OpenAI: gpt-oss-120b | OOpenAI | 4.25/5.0 | $0.037 | $0.170 | 131K |
| 85 | Qwen: Qwen3.5-9B | QQwen | 4.25/5.0 | $0.100 | $0.150 | 262K |
| 86 | Poolside Laguna S 2.1 | PPoolside | 4.25/5.0 | $0.090 | $0.180 | 1.0M |
| 87 | NVIDIA: Nemotron 3 Nano 30B A3B | NNVIDIA | 4.25/5.0 | $0.060 | $0.240 | 262K |
| 88 | ByteDance Seed: Seed 1.6 Flash | BBytedance-seed | 4.25/5.0 | $0.075 | $0.300 | 262K |
| 89 | GPT-5 Nano | OOpenAI | 4.25/5.0 | $0.050 | $0.400 | 400K |
| 90 | GLM-4.7 Flash | ZZhipu AI | 4.25/5.0 | $0.060 | $0.400 | 200K |
| 91 | Grok 4.1 Fast | XXAI | 4.25/5.0 | $0.200 | $0.500 | 2M |
| 92 | DeepSeek V3.1 | DDeepSeek | 4.25/5.0 | $0.250 | $0.950 | 164K |
| 93 | MiniMax: MiniMax M2.5 | MMinimax | 4.25/5.0 | $0.270 | $1.08 | 205K |
| 94 | StepFun: Step 3.7 Flash | SStepfun | 4.25/5.0 | $0.200 | $1.15 | 262K |
| 95 | DeepSeek V4 Flash | DDeepSeek | 4.25/5.0 | $0.012 | $1.28 | 1.0M |
| 96 | Thinking Machines: Inkling Small | TThinkingmachines | 4.25/5.0 | $0.450 | $1.20 | 524K |
| 97 | AionLabs: Aion-3.0-Mini | AAion-labs | 4.25/5.0 | $0.700 | $1.40 | 131K |
| 98 | ByteDance Seed: Seed-2.0-Lite | BBytedance-seed | 4.25/5.0 | $0.250 | $2.00 | 262K |
| 99 | Mistral Medium 3.1 | MMistral | 4.25/5.0 | $0.400 | $2.00 | 131K |
| 100 | MoonshotAI: Kimi K2.6 | MMoonshotAI | 4.25/5.0 | $0.465 | $2.45 | 262K |
| 101 | Grok 4.20 | XXAI | 4.25/5.0 | $1.25 | $2.50 | 2M |
| 102 | Grok 4.3 | XXAI | 4.25/5.0 | $1.25 | $2.50 | 1M |
| 103 | KAT-Coder-Pro V2.5 | KKwaipilot | 4.25/5.0 | $0.740 | $2.96 | 262K |
| 104 | Kimi K2.7 Code | MMoonshot AI | 4.25/5.0 | $0.671 | $3.35 | 262K |
| 105 | Thinking Machines: Inkling | TThinkingmachines | 4.25/5.0 | $1.00 | $4.05 | 524K |
| 106 | Meta: Muse Spark 1.2 | MMeta | 4.25/5.0 | $1.25 | $4.25 | 1.0M |
| 107 | Z.ai: GLM 5.3 | ZZhipu AI | 4.25/5.0 | $0.039 | $4.80 | 1.0M |
| 108 | Grok 4.5 | XXAI | 4.25/5.0 | $2.00 | $6.00 | 500K |
| 109 | Grok 4.6 | XXAI | 4.25/5.0 | $2.00 | $6.00 | 500K |
| 110 | Mistral Medium 3.5 | MMistral | 4.25/5.0 | $1.50 | $7.50 | 262K |
| 111 | GPT-4.1 | OOpenAI | 4.25/5.0 | $2.00 | $8.00 | 1.0M |
| 112 | Gemini 2.5 Pro | GGoogle | 4.25/5.0 | $1.25 | $10.00 | 1.0M |
| 113 | GPT-5.1 | OOpenAI | 4.25/5.0 | $1.25 | $10.00 | 400K |
| 114 | Gemini 3.1 Pro Preview | GGoogle | 4.25/5.0 | $2.00 | $12.00 | 1.0M |
| 115 | GPT-5.4 | OOpenAI | 4.25/5.0 | $2.50 | $15.00 | 1.1M |
| 116 | Claude Opus 4.7 | AAnthropic | 4.25/5.0 | $5.00 | $25.00 | 1M |
| 117 | Claude Opus 4.6 | AAnthropic | 4.25/5.0 | $5.00 | $25.00 | 1M |
| 118 | GPT-5.5 | OOpenAI | 4.25/5.0 | $5.00 | $30.00 | 1.1M |
| 119 | Anthropic: Claude Fable 5.1 | AAnthropic | 4.25/5.0 | $10.00 | $50.00 | 1M |
| 120 | inclusionAI: Ling-2.6-flash | IInclusionai | 4.00/5.0 | $0.010 | $0.030 | 262K |
| 121 | Inception: Mercury 2.5 | IInception | 4.00/5.0 | $0.040 | $0.150 | 260K |
| 122 | Ministral 3 14B 2512 | MMistral | 4.00/5.0 | $0.200 | $0.200 | 262K |
| 123 | Qwen: Qwen3 30B A3B Instruct 2507 | QQwen | 4.00/5.0 | $0.100 | $0.300 | 262K |
| 124 | Upstage: Solar Pro 4 | UUpstage | 4.00/5.0 | $0.090 | $0.360 | 524K |
| 125 | Qwen: Qwen3 235B A22B Instruct 2507 | QQwen | 4.00/5.0 | $0.090 | $0.550 | 262K |
| 126 | Kwaipilot: KAT-Coder-Pro V2 | KKwaipilot | 4.00/5.0 | $0.300 | $1.20 | 262K |
| 127 | GPT-5.4 Nano | OOpenAI | 4.00/5.0 | $0.200 | $1.25 | 400K |
| 128 | Grok Code Fast 1 | XXAI | 4.00/5.0 | $0.200 | $1.50 | 256K |
| 129 | Mistral Large 3 2512 | MMistral | 4.00/5.0 | $0.500 | $1.50 | 262K |
| 130 | Seed 2.1 Turbo | BByteDance | 4.00/5.0 | $0.500 | $2.50 | 262K |
| 131 | GPT-5.4 Mini | OOpenAI | 4.00/5.0 | $0.750 | $4.50 | 400K |
| 132 | Claude Haiku 4.5 | AAnthropic | 4.00/5.0 | $1.00 | $5.00 | 200K |
| 133 | OpenAI: gpt-oss-20b | OOpenAI | 3.75/5.0 | $0.018 | $0.090 | 131K |
| 134 | IBM: Granite 4.2 8B | IIbm-granite | 3.75/5.0 | $0.060 | $0.250 | 131K |
| 135 | Xiaomi: MiMo-V2-Flash | XXiaomi | 3.75/5.0 | $0.100 | $0.300 | 262K |
| 136 | KAT-Coder-Air V2.5 | KKwaipilot | 3.75/5.0 | $0.150 | $0.600 | 256K |
| 137 | MiniMax: MiniMax M2.1 | MMinimax | 3.75/5.0 | $0.300 | $1.20 | 205K |
| 138 | GPT-4.1 Mini | OOpenAI | 3.75/5.0 | $0.400 | $1.60 | 1.0M |
| 139 | Devstral 2 2512 | MMistral | 3.75/5.0 | $0.400 | $2.00 | 262K |
| 140 | R1 | DDeepSeek | 3.75/5.0 | $0.700 | $2.50 | 64K |
| 141 | IBM: Granite 4.1 8B | IIbm-granite | 3.50/5.0 | $0.050 | $0.100 | 131K |
| 142 | Gemini 2.5 Flash Lite | GGoogle | 3.50/5.0 | $0.100 | $0.400 | 1.0M |
| 143 | Llama 3.3 70B Instruct | MMeta | 3.50/5.0 | $0.220 | $0.500 | 131K |
| 144 | Mistral Small 4 | MMistral | 3.50/5.0 | $0.150 | $0.600 | 262K |
| 145 | Gemini 2.5 Flash | GGoogle | 3.50/5.0 | $0.300 | $2.50 | 1.0M |
| 146 | Ministral 3 8B 2512 | MMistral | 3.25/5.0 | $0.150 | $0.150 | 262K |
| 147 | Llama 4 Scout | MMeta | 3.25/5.0 | $0.100 | $0.300 | 1.3M |
| 148 | GPT-4.1 Nano | OOpenAI | 3.25/5.0 | $0.100 | $0.400 | 1.0M |
| 149 | Grok 3 Mini | XXAI | 3.25/5.0 | $0.300 | $0.500 | 131K |
| 150 | Upstage: Solar Pro 3 | UUpstage | 3.25/5.0 | $0.150 | $0.600 | 131K |
| 151 | Llama 4 Maverick | MMeta | 3.25/5.0 | $0.188 | $0.652 | 1.0M |
| 152 | Relace: Relace Search | RRelace | 3.25/5.0 | $1.00 | $3.00 | 256K |
| 153 | GPT-4o | OOpenAI | 3.25/5.0 | $2.50 | $10.00 | 128K |
| 154 | Ministral 3 3B 2512 | MMistral | 3.00/5.0 | $0.100 | $0.100 | 131K |
| 155 | Mistral Small 3.2 24B | MMistral | 3.00/5.0 | $0.094 | $0.250 | 256K |
| 156 | Qwen: Qwen3 Coder 30B A3B Instruct | QQwen | 3.00/5.0 | $0.070 | $0.280 | 262K |
| 157 | GPT-4o-mini | OOpenAI | 3.00/5.0 | $0.150 | $0.600 | 128K |
| 158 | Codestral 2508 | MMistral | 3.00/5.0 | $0.300 | $0.900 | 256K |
| 159 | MiniMax: MiniMax-01 | MMinimax | 3.00/5.0 | $0.200 | $1.10 | 1.0M |
| 160 | MiniMax: MiniMax M1 | MMinimax | 3.00/5.0 | $0.550 | $2.20 | 1M |
| 161 | Mistral Small 3.1 24B | MMistral | 2.75/5.0 | $0.351 | $0.555 | 128K |
| 162 | MiniMax: MiniMax M2-her | MMinimax | 2.75/5.0 | $0.300 | $1.20 | 66K |
| 163 | IBM: Granite 4.0 Micro | IIbm-granite | 2.50/5.0 | $0.017 | $0.112 | 131K |
| 164 | Sakana: Sakana Namazu | SSakana | 0.25/5.0 | $0.950 | $4.00 | 262K |
Pricing — top 5 for data analysis
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4.75/5.0
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4.75/5.0
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4.75/5.0
Z
4.75/5.0
I
4.75/5.0
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