/best/businessupdated August 2026149 models evaluated

Best AI for business

Email drafting, report generation, data summarization, and workflow automation.

CodingMathWritingResearchTranslationData AnalysisChatbotsStudentsBusinessCreative WritingTabular Data & Spreadsheets

Business use cases span everything from drafting customer emails to summarizing quarterly reports to automating data entry. The common thread: the model needs to follow instructions precisely, produce professional-quality output, and handle structured data reliably. A model that's creative but inconsistent is worse than one that's predictable but plain.

What matters: instruction-following (the model must respect format, tone, and length constraints), structured output (for integration with business tools), and faithfulness (when summarizing data, accuracy trumps everything). Cost matters at enterprise scale — a model processing thousands of documents per day needs to be economical.

Our business rank weights instruction-following (2×), structured output (1.5×), and faithfulness (1.5×). For customer-facing communication, add writing quality weight. For internal analytics, add data-analysis and reasoning weight.

Full rankings

All 149 models, scored for business

weighted composite · lower-is-worse
#ModelProviderTask score$/in$/outContext
01DeepSeek: DeepSeek V4 Flash 0731DDeepSeek5.00/5.0$0.045$0.0901.3M
02Upstage: Solar Pro 4UUpstage5.00/5.0$0.030$0.120524K
03Qwen: Qwen3.7 FlashQQwen5.00/5.0$0.030$0.1301M
04Qwen: Qwen3 30B A3B Instruct 2507QQwen5.00/5.0$0.048$0.193262K
05NVIDIA: Nemotron 3 Nano 30B A3BNNVIDIA5.00/5.0$0.050$0.200262K
06NVIDIA: Nemotron 3.5 LightningNNVIDIA5.00/5.0$0.080$0.200262K
07MiMo-V2.5XXiaomi5.00/5.0$0.140$0.2801.1M
08Xiaomi: MiMo-V2-FlashXXiaomi5.00/5.0$0.100$0.300262K
09StepFun: Step 3.5 FlashSStepfun5.00/5.0$0.100$0.300262K
10Gemma 4 26B A4B GGoogle5.00/5.0$0.070$0.340262K
11Gemma 4 31BGGoogle5.00/5.0$0.090$0.340262K
12Qwen: Qwen3 235B A22B Instruct 2507QQwen5.00/5.0$0.087$0.350262K
13GLM-4.7 FlashZZhipu AI5.00/5.0$0.060$0.400203K
14NVIDIA: Nemotron 3 SuperNNVIDIA5.00/5.0$0.085$0.4001M
15DeepSeek V3.2DDeepSeek5.00/5.0$0.269$0.400164K
16Grok 4.1 FastXXAI5.00/5.0$0.200$0.5002M
17inclusionAI: Ling-2.6-1TIInclusionai5.00/5.0$0.075$0.625262K
18Inception: Mercury 2IInception5.00/5.0$0.250$0.750128K
19Arcee AI: Trinity Large ThinkingAArcee-ai5.00/5.0$0.220$0.850262K
20Qwen: Qwen3.6 35B A3BQQwen5.00/5.0$0.100$0.900262K
21Nex-N2-ProNNex AGI5.00/5.0$0.250$1.00262K
22Qwen: Qwen3.6 FlashQQwen5.00/5.0$0.188$1.131M
23StepFun: Step 3.7 FlashSStepfun5.00/5.0$0.200$1.15262K
24OpenAI: GPT-5.6 LunaOOpenAI5.00/5.0$0.200$1.201.1M
25Kwaipilot: KAT-Coder-Pro V2KKwaipilot5.00/5.0$0.300$1.20262K
26Meta: Muse Glimmer 30BMMeta5.00/5.0$0.300$1.20131K
27MiniMax: MiniMax M3MMinimax5.00/5.0$0.300$1.201.0M
28MiniMax: MiniMax M2.7MMinimax5.00/5.0$0.300$1.20205K
29Meituan: LongCat 2.0MMeituan5.00/5.0$0.300$1.201.0M
30Qwen: Qwen3.5-35B-A3BQQwen5.00/5.0$0.250$1.25262K
31Thinking Machines: Inkling SmallTThinkingmachines5.00/5.0$0.450$1.201.0M
32Qwen: Qwen3.7 PlusQQwen5.00/5.0$0.320$1.281M
33DeepSeek V4 ProDDeepSeek5.00/5.0$0.671$1.341.0M
34Gemini 3.1 Flash Lite PreviewGGoogle5.00/5.0$0.250$1.501.0M
35GLM-4.7ZZhipu AI5.00/5.0$0.400$1.75205K
36Qwen: Qwen3.5 Plus 2026-04-20QQwen5.00/5.0$0.300$1.801M
37Qwen: Qwen3.6 PlusQQwen5.00/5.0$0.325$1.951M
38GPT-5 MiniOOpenAI5.00/5.0$0.250$2.00400K
39ByteDance Seed: Seed-2.0-LiteBBytedance-seed5.00/5.0$0.250$2.00262K
40ByteDance Seed: Seed 1.6BBytedance-seed5.00/5.0$0.250$2.00262K
41DeepSeek: DeepSeek V4 Pro 0813DDeepSeek5.00/5.0$0.660$1.981.0M
42R1 0528DDeepSeek5.00/5.0$0.500$2.15164K
43xAI: Grok Build 0.1XXAI5.00/5.0$1.00$2.00256K
44NVIDIA: Nemotron 3 UltraNNVIDIA5.00/5.0$0.500$2.20262K
45Gemini 3.5 Flash LiteGGoogle5.00/5.0$0.300$2.501.0M
46Grok 4.20XXAI5.00/5.0$1.25$2.502M
47Gemini 3 Flash PreviewGGoogle5.00/5.0$0.500$3.001.0M
48KAT-Coder-Pro V2.5KKwaipilot5.00/5.0$0.740$2.96262K
49Kimi K2.7 CodeMMoonshot AI5.00/5.0$0.660$3.40262K
50Qwen: Qwen3.6 27BQQwen5.00/5.0$0.600$3.60262K
51Google: Gemini 3.7 FlashGGoogle5.00/5.0$0.750$3.751.0M
52Gemini 3.6 FlashGGoogle5.00/5.0$0.750$3.751.0M
53Z.ai: GLM 5.2ZZhipu AI5.00/5.0$1.19$3.741.0M
54MoonshotAI: Kimi K2.6MMoonshotAI5.00/5.0$0.950$4.00262K
55Thinking Machines: InklingTThinkingmachines5.00/5.0$0.950$4.051.0M
56Meta: Muse Spark 1.2MMeta5.00/5.0$1.25$4.251.0M
57Meta: Muse Spark 1.1MMeta5.00/5.0$1.25$4.251.0M
58GPT-5.4 MiniOOpenAI5.00/5.0$0.750$4.50400K
59o4 MiniOOpenAI5.00/5.0$1.10$4.40200K
60Qwen 3.7 MaxQQwen5.00/5.0$1.48$4.421M
61Qwen: Qwen3.6 Max PreviewQQwen5.00/5.0$1.03$6.16262K
62Grok 4.5XXAI5.00/5.0$2.00$6.00500K
63Grok 4.6XXAI5.00/5.0$2.00$6.00500K
64Qwen: Qwen3.8 MaxQQwen5.00/5.0$2.00$6.001M
65o3OOpenAI5.00/5.0$2.00$8.00200K
66Gemini 3.5 FlashGGoogle5.00/5.0$1.50$9.001.0M
67GPT-5OOpenAI5.00/5.0$1.25$10.00400K
68Anthropic: Claude Sonnet 5AAnthropic5.00/5.0$2.00$10.001M
69OpenAI: GPT-5.6 SolOOpenAI5.00/5.0$2.00$10.001.1M
70Gemini 3.1 Pro PreviewGGoogle5.00/5.0$2.00$12.001.0M
71OpenAI: GPT-5.6 TerraOOpenAI5.00/5.0$2.00$12.001.1M
72GPT-5.4OOpenAI5.00/5.0$2.50$15.001.1M
73OpenAI: GPT-5.6 Terra ProOOpenAI5.00/5.0$2.50$15.001.1M
74MoonshotAI: Kimi K3MMoonshotAI5.00/5.0$3.00$15.001.0M
75Grok 3XXAI5.00/5.0$3.00$15.00131K
76Claude Opus 5AAnthropic5.00/5.0$5.00$25.001M
77Anthropic: Claude Opus 4.8AAnthropic5.00/5.0$5.00$25.001M
78Anthropic: Claude Opus 4.8 (Fast)AAnthropic5.00/5.0$10.00$50.001M
79Anthropic: Claude Fable 5AAnthropic5.00/5.0$10.00$50.001M
80inclusionAI: Ling-2.6-flashIInclusionai4.67/5.0$0.010$0.030262K
81Ling-3.0-flashIInclusionai4.67/5.0$0.021$0.063262K
82Poolside: Laguna XS 2.1PPoolside4.67/5.0$0.060$0.120262K
83OpenAI: gpt-oss-120bOOpenAI4.67/5.0$0.037$0.170131K
84inclusionAI: Ring-2.6-1TIInclusionai4.67/5.0$0.075$0.625262K
85MiMo-V2.5-ProXXiaomi4.67/5.0$0.435$0.8701.1M
86MiniMax: MiniMax M2MMinimax4.67/5.0$0.255$1.02205K
87MiniMax: MiniMax M2.5MMinimax4.67/5.0$0.270$1.08205K
88GPT-5.4 NanoOOpenAI4.67/5.0$0.200$1.25400K
89Google: Gemini 3.1 Flash LiteGGoogle4.67/5.0$0.250$1.501.0M
90Mistral Large 3 2512MMistral4.67/5.0$0.500$1.50262K
91DeepSeek V3.1DDeepSeek4.67/5.0$0.550$1.65164K
92Seed 2.1 TurboBByteDance4.67/5.0$0.500$2.50262K
93Qwen: Qwen3.8 27BQQwen4.67/5.0$0.425$2.551M
94R1DDeepSeek4.67/5.0$0.700$2.5064K
95Grok 4.3XXAI4.67/5.0$1.25$2.501M
96ByteDance Seed: Seed-2.0-CodeBBytedance-seed4.67/5.0$0.500$3.00262K
97Z.ai: GLM 5.3ZZhipu AI4.67/5.0$1.40$4.401.3M
98Claude Haiku 4.5AAnthropic4.67/5.0$1.00$5.00200K
99OpenAI: GPT-5.6 Luna ProOOpenAI4.67/5.0$1.00$6.001.1M
100Mistral Medium 3.5MMistral4.67/5.0$1.50$7.50262K
101GPT-4.1OOpenAI4.67/5.0$2.00$8.001.0M
102GPT-5.1OOpenAI4.67/5.0$1.25$10.00400K
103Gemini 2.5 ProGGoogle4.67/5.0$1.25$10.001.0M
104GPT-5.2OOpenAI4.67/5.0$1.75$14.00400K
105Claude Sonnet 4.6AAnthropic4.67/5.0$3.00$15.001M
106Grok 4XXAI4.67/5.0$3.00$15.00256K
107Claude Opus 4.7AAnthropic4.67/5.0$5.00$25.001M
108Claude Opus 4.6AAnthropic4.67/5.0$5.00$25.001M
109OpenAI: GPT-5.6 Sol ProOOpenAI4.67/5.0$5.00$30.001.1M
110Claude Opus 5 (Fast)AAnthropic4.67/5.0$10.00$50.001M
111OpenAI: gpt-oss-20bOOpenAI4.33/5.0$0.030$0.130131K
112Qwen: Qwen3.5-9BQQwen4.33/5.0$0.100$0.150262K
113DeepSeek V4 FlashDDeepSeek4.33/5.0$0.085$0.1691.0M
114Poolside Laguna S 2.1PPoolside4.33/5.0$0.090$0.1801.0M
115ByteDance Seed: Seed 1.6 FlashBBytedance-seed4.33/5.0$0.075$0.300262K
116GPT-5 NanoOOpenAI4.33/5.0$0.050$0.400400K
117ByteDance Seed: Seed-2.0-MiniBBytedance-seed4.33/5.0$0.100$0.400262K
118Mistral Small 4MMistral4.33/5.0$0.150$0.600262K
119DeepSeek V3.1 TerminusDDeepSeek4.33/5.0$0.270$1.00164K
120MiniMax: MiniMax M2.1MMinimax4.33/5.0$0.300$1.20205K
121Mistral Medium 3.1MMistral4.33/5.0$0.400$2.00131K
122Devstral 2 2512MMistral4.33/5.0$0.440$2.20262K
123MiniMax: MiniMax M1MMinimax4.33/5.0$0.550$2.201M
124GPT-5.5OOpenAI4.33/5.0$5.00$30.001.1M
125IBM: Granite 4.1 8BIIbm-granite4.00/5.0$0.050$0.100131K
126Ministral 3 14B 2512MMistral4.00/5.0$0.200$0.200262K
127Gemini 2.5 Flash LiteGGoogle4.00/5.0$0.100$0.4001.0M
128GPT-4.1 NanoOOpenAI4.00/5.0$0.100$0.4001.0M
129Grok 3 MiniXXAI4.00/5.0$0.300$0.500131K
130KAT-Coder-Air V2.5KKwaipilot4.00/5.0$0.150$0.600256K
131Codestral 2508MMistral4.00/5.0$0.300$0.900256K
132MiniMax: MiniMax-01MMinimax4.00/5.0$0.200$1.101.0M
133GPT-4.1 MiniOOpenAI4.00/5.0$0.400$1.601.0M
134Ministral 3 3B 2512MMistral3.67/5.0$0.100$0.100131K
135Ministral 3 8B 2512MMistral3.67/5.0$0.150$0.150262K
136Mistral Small 3.1 24BMMistral3.67/5.0$0.351$0.555128K
137Llama 3.3 70B InstructMMeta3.67/5.0$0.710$0.710131K
138Grok Code Fast 1XXAI3.67/5.0$0.200$1.50256K
139Gemini 2.5 FlashGGoogle3.67/5.0$0.300$2.501.0M
140Mistral Small 3.2 24BMMistral3.33/5.0$0.075$0.200131K
141Qwen: Qwen3 Coder 30B A3B InstructQQwen3.33/5.0$0.070$0.280262K
142Llama 4 ScoutMMeta3.33/5.0$0.110$0.3401.3M
143Llama 4 MaverickMMeta3.33/5.0$0.200$0.8001.0M
144MiniMax: MiniMax M2-herMMinimax3.33/5.0$0.300$1.2066K
145GPT-4oOOpenAI3.33/5.0$2.50$10.00128K
146GPT-4o-miniOOpenAI3.00/5.0$0.150$0.600128K
147IBM: Granite 4.0 MicroIIbm-granite2.67/5.0$0.017$0.112131K
148Meta: Muse Spark 1.2 ContributorMMeta0.00/5.0$0.100$0.2001.0M
149Sakana: Sakana NamazuSSakana0.00/5.0$0.950$4.00262K

Pricing — top 5 for business

DDeepSeek: DeepSeek V4 Flash 0731
$0.079/MTok
5.00/5.0
UUpstage: Solar Pro 4
$0.098/MTok
5.00/5.0
QQwen: Qwen3.7 Flash
$0.105/MTok
5.00/5.0
QQwen: Qwen3 30B A3B Instruct 2507
$0.157/MTok
5.00/5.0
NNVIDIA: Nemotron 3 Nano 30B A3B
$0.163/MTok
5.00/5.0
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