/best/businessupdated October 2026164 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 164 models, scored for business

weighted composite · lower-is-worse
#ModelProviderTask score$/in$/outContext
01inclusionAI: Ling 3.0 Flash VLIInclusionai5.00/5.0$0.021$0.062262K
02Qwen: Qwen3.7 FlashQQwen5.00/5.0$0.030$0.1301M
03NVIDIA: Nemotron 3.5 LightningNNVIDIA5.00/5.0$0.070$0.200262K
04NVIDIA: Nemotron 3 Nano 30B A3BNNVIDIA5.00/5.0$0.060$0.240262K
05MiMo-V2.5XXiaomi5.00/5.0$0.140$0.2801.1M
06Gemma 4 26B A4B GGoogle5.00/5.0$0.090$0.300262K
07Xiaomi: MiMo-V2-FlashXXiaomi5.00/5.0$0.100$0.300262K
08StepFun: Step 3.5 FlashSStepfun5.00/5.0$0.100$0.300262K
09Qwen: Qwen3 30B A3B Instruct 2507QQwen5.00/5.0$0.100$0.300262K
10Gemma 4 31BGGoogle5.00/5.0$0.090$0.340262K
11Upstage: Solar Pro 4UUpstage5.00/5.0$0.090$0.360524K
12GLM-4.7 FlashZZhipu AI5.00/5.0$0.060$0.400200K
13NVIDIA: Nemotron 3 SuperNNVIDIA5.00/5.0$0.080$0.450262K
14Grok 4.1 FastXXAI5.00/5.0$0.200$0.5002M
15Qwen: Qwen3 235B A22B Instruct 2507QQwen5.00/5.0$0.090$0.550262K
16DeepSeek: DeepSeek V4 Flash 0731DDeepSeek5.00/5.0$0.016$0.6401.0M
17inclusionAI: Ling-2.6-1TIInclusionai5.00/5.0$0.075$0.625262K
18Qwen: Qwen3.5-35B-A3BQQwen5.00/5.0$0.080$0.750262K
19Inception: Mercury 2IInception5.00/5.0$0.250$0.750128K
20Arcee AI: Trinity Large ThinkingAArcee-ai5.00/5.0$0.250$0.800262K
21DeepSeek V3.2DDeepSeek5.00/5.0$0.259$0.800164K
22Z.ai: GLM 5.3 FlashZZhipu AI5.00/5.0$0.026$0.9001.0M
23Qwen: Qwen3.6 35B A3BQQwen5.00/5.0$0.100$0.950262K
24Nex-N2-ProNNex AGI5.00/5.0$0.250$1.00262K
25Qwen: Qwen3.6 FlashQQwen5.00/5.0$0.188$1.131M
26StepFun: Step 3.7 FlashSStepfun5.00/5.0$0.200$1.15262K
27OpenAI: GPT-5.6 LunaOOpenAI5.00/5.0$0.200$1.201.1M
28Kwaipilot: KAT-Coder-Pro V2KKwaipilot5.00/5.0$0.300$1.20262K
29MiniMax: MiniMax M3MMinimax5.00/5.0$0.300$1.201.0M
30MiniMax: MiniMax M2.7MMinimax5.00/5.0$0.300$1.20205K
31Meituan: LongCat 2.0MMeituan5.00/5.0$0.300$1.201.0M
32Meta: Muse Glimmer 30BMMeta5.00/5.0$0.300$1.20131K
33Thinking Machines: Inkling SmallTThinkingmachines5.00/5.0$0.450$1.20524K
34Qwen: Qwen3.7 PlusQQwen5.00/5.0$0.320$1.281M
35Gemini 3.1 Flash Lite PreviewGGoogle5.00/5.0$0.250$1.501.0M
36AionLabs: Aion-2.0AAion-labs5.00/5.0$0.800$1.60131K
37Qwen: Qwen3.5 Plus 2026-04-20QQwen5.00/5.0$0.300$1.801M
38Qwen: Qwen3.6 PlusQQwen5.00/5.0$0.325$1.951M
39GPT-5 MiniOOpenAI5.00/5.0$0.250$2.00400K
40ByteDance Seed: Seed-2.0-LiteBBytedance-seed5.00/5.0$0.250$2.00262K
41ByteDance Seed: Seed 1.6BBytedance-seed5.00/5.0$0.250$2.00262K
42DeepSeek V4 ProDDeepSeek5.00/5.0$0.955$1.911.0M
43R1 0528DDeepSeek5.00/5.0$0.500$2.15164K
44xAI: Grok Build 0.1XXAI5.00/5.0$1.00$2.00256K
45GLM-4.7ZZhipu AI5.00/5.0$0.600$2.20205K
46NVIDIA: Nemotron 3 UltraNNVIDIA5.00/5.0$0.600$2.40262K
47Gemini 3.5 Flash LiteGGoogle5.00/5.0$0.300$2.501.0M
48Grok 4.20XXAI5.00/5.0$1.25$2.502M
49Gemini 3 Flash PreviewGGoogle5.00/5.0$0.500$3.001.0M
50KAT-Coder-Pro V2.5KKwaipilot5.00/5.0$0.740$2.96262K
51Qwen: Qwen3.6 27BQQwen5.00/5.0$0.320$3.20262K
52Kimi K2.7 CodeMMoonshot AI5.00/5.0$0.671$3.35262K
53MoonshotAI: Kimi K2.6MMoonshotAI5.00/5.0$0.650$3.41262K
54Google: Gemini 3.8 FlashGGoogle5.00/5.0$0.750$3.751.0M
55Google: Gemini 3.7 FlashGGoogle5.00/5.0$0.750$3.751.0M
56Gemini 3.6 FlashGGoogle5.00/5.0$0.750$3.751.0M
57Thinking Machines: InklingTThinkingmachines5.00/5.0$1.00$4.05524K
58DeepSeek: DeepSeek V4 Pro 0813DDeepSeek5.00/5.0$1.32$3.961.0M
59Meta: Muse Spark 1.3MMeta5.00/5.0$1.25$4.251.0M
60Meta: Muse Spark 1.2MMeta5.00/5.0$1.25$4.251.0M
61Meta: Muse Spark 1.1MMeta5.00/5.0$1.25$4.251.0M
62GPT-5.4 MiniOOpenAI5.00/5.0$0.750$4.50400K
63o4 MiniOOpenAI5.00/5.0$1.10$4.40200K
64Qwen 3.7 MaxQQwen5.00/5.0$1.48$4.421M
65Qwen: Qwen3.6 Max PreviewQQwen5.00/5.0$1.03$6.16262K
66Grok 4.5XXAI5.00/5.0$2.00$6.00500K
67Grok 4.6XXAI5.00/5.0$2.00$6.00500K
68Qwen: Qwen3.8 MaxQQwen5.00/5.0$2.00$6.001M
69AionLabs: Aion-3.0AAion-labs5.00/5.0$3.00$6.00131K
70Z.ai: GLM 5.2ZZhipu AI5.00/5.0$0.060$7.001.0M
71o3OOpenAI5.00/5.0$2.00$8.00200K
72Gemini 3.5 FlashGGoogle5.00/5.0$1.50$9.001.0M
73GPT-5OOpenAI5.00/5.0$1.25$10.00400K
74Anthropic: Claude Sonnet 5AAnthropic5.00/5.0$2.00$10.001M
75OpenAI: GPT-5.6 SolOOpenAI5.00/5.0$2.00$10.001.1M
76Gemini 3.1 Pro PreviewGGoogle5.00/5.0$2.00$12.001.0M
77OpenAI: GPT-5.6 TerraOOpenAI5.00/5.0$2.00$12.001.1M
78MoonshotAI: Kimi K3MMoonshotAI5.00/5.0$0.730$13.501.0M
79OpenAI: GPT-5.6 Terra ProOOpenAI5.00/5.0$2.50$15.001.1M
80GPT-5.4OOpenAI5.00/5.0$2.50$15.001.1M
81Grok 3XXAI5.00/5.0$3.00$15.00131K
82Claude Opus 5AAnthropic5.00/5.0$5.00$25.001M
83Anthropic: Claude Opus 4.8AAnthropic5.00/5.0$5.00$25.001M
84Anthropic: Claude Opus 4.8 (Fast)AAnthropic5.00/5.0$10.00$50.001M
85Anthropic: Claude Fable 5AAnthropic5.00/5.0$10.00$50.001M
86inclusionAI: Ling-2.6-flashIInclusionai4.67/5.0$0.010$0.030262K
87Ling-3.0-flashIInclusionai4.67/5.0$0.021$0.063262K
88Nex AGI: Nex-N2-MiniNNex-agi4.67/5.0$0.025$0.100262K
89Poolside: Laguna XS 2.1PPoolside4.67/5.0$0.060$0.120262K
90Inception: Mercury 2.5 PreviewIInception4.67/5.0$0.040$0.150260K
91Inception: Mercury 2.5IInception4.67/5.0$0.040$0.150260K
92IBM: Granite 4.2 8BIIbm-granite4.67/5.0$0.060$0.250131K
93Qwen: Qwen3.8 FlashQQwen4.67/5.0$0.150$0.4701M
94OpenAI: gpt-oss-120bOOpenAI4.67/5.0$0.150$0.600131K
95inclusionAI: Ring-2.6-1TIInclusionai4.67/5.0$0.075$0.625262K
96MiMo-V2.5-ProXXiaomi4.67/5.0$0.435$0.8701.1M
97DeepSeek V3.1DDeepSeek4.67/5.0$0.250$0.950164K
98MiniMax: MiniMax M2.5MMinimax4.67/5.0$0.270$1.08205K
99MiniMax: MiniMax M2MMinimax4.67/5.0$0.300$1.20205K
100GPT-5.4 NanoOOpenAI4.67/5.0$0.200$1.25400K
101Google: Gemini 3.1 Flash LiteGGoogle4.67/5.0$0.250$1.501.0M
102AionLabs: Aion-3.0-MiniAAion-labs4.67/5.0$0.700$1.40131K
103Mistral Large 3 2512MMistral4.67/5.0$0.500$1.50262K
104Qwen: Qwen3.8 27BQQwen4.67/5.0$0.040$2.301M
105Seed 2.1 TurboBByteDance4.67/5.0$0.500$2.50262K
106R1DDeepSeek4.67/5.0$0.700$2.5064K
107Grok 4.3XXAI4.67/5.0$1.25$2.501M
108ByteDance Seed: Seed-2.0-CodeBBytedance-seed4.67/5.0$0.500$3.00262K
109Z.ai: GLM 5.3ZZhipu AI4.67/5.0$0.079$4.801.0M
110Claude Haiku 4.5AAnthropic4.67/5.0$1.00$5.00200K
111OpenAI: GPT-5.6 Luna ProOOpenAI4.67/5.0$1.00$6.001.1M
112Sakana: Fugu MaxSSakana4.67/5.0$2.00$6.001M
113Mistral Medium 3.5MMistral4.67/5.0$1.50$7.50262K
114GPT-4.1OOpenAI4.67/5.0$2.00$8.001.0M
115Gemini 2.5 ProGGoogle4.67/5.0$1.25$10.001.0M
116GPT-5.1OOpenAI4.67/5.0$1.25$10.00400K
117GPT-5.2OOpenAI4.67/5.0$1.75$14.00400K
118Claude Sonnet 4.6AAnthropic4.67/5.0$3.00$15.001M
119Grok 4XXAI4.67/5.0$3.00$15.00256K
120Claude Opus 4.7AAnthropic4.67/5.0$5.00$25.001M
121Claude Opus 4.6AAnthropic4.67/5.0$5.00$25.001M
122OpenAI: GPT-5.6 Sol ProOOpenAI4.67/5.0$5.00$30.001.1M
123Claude Opus 5 (Fast)AAnthropic4.67/5.0$10.00$50.001M
124Anthropic: Claude Fable 5.1AAnthropic4.67/5.0$10.00$50.001M
125OpenAI: gpt-oss-20bOOpenAI4.33/5.0$0.018$0.090131K
126Qwen: Qwen3.5-9BQQwen4.33/5.0$0.100$0.150262K
127Poolside Laguna S 2.1PPoolside4.33/5.0$0.090$0.1801.0M
128ByteDance Seed: Seed 1.6 FlashBBytedance-seed4.33/5.0$0.075$0.300262K
129GPT-5 NanoOOpenAI4.33/5.0$0.050$0.400400K
130ByteDance Seed: Seed-2.0-MiniBBytedance-seed4.33/5.0$0.100$0.400262K
131Upstage: Solar Pro 3UUpstage4.33/5.0$0.150$0.600131K
132Mistral Small 4MMistral4.33/5.0$0.150$0.600262K
133DeepSeek V3.1 TerminusDDeepSeek4.33/5.0$0.270$1.00164K
134DeepSeek V4 FlashDDeepSeek4.33/5.0$0.042$1.281.0M
135MiniMax: MiniMax M2.1MMinimax4.33/5.0$0.300$1.20205K
136Mistral Medium 3.1MMistral4.33/5.0$0.400$2.00131K
137Devstral 2 2512MMistral4.33/5.0$0.400$2.00262K
138MiniMax: MiniMax M1MMinimax4.33/5.0$0.550$2.201M
139GPT-5.5OOpenAI4.33/5.0$5.00$30.001.1M
140IBM: Granite 4.1 8BIIbm-granite4.00/5.0$0.050$0.100131K
141Ministral 3 14B 2512MMistral4.00/5.0$0.200$0.200262K
142Gemini 2.5 Flash LiteGGoogle4.00/5.0$0.100$0.4001.0M
143GPT-4.1 NanoOOpenAI4.00/5.0$0.100$0.4001.0M
144Grok 3 MiniXXAI4.00/5.0$0.300$0.500131K
145KAT-Coder-Air V2.5KKwaipilot4.00/5.0$0.150$0.600256K
146Codestral 2508MMistral4.00/5.0$0.300$0.900256K
147MiniMax: MiniMax-01MMinimax4.00/5.0$0.200$1.101.0M
148GPT-4.1 MiniOOpenAI4.00/5.0$0.400$1.601.0M
149Relace: Relace SearchRRelace4.00/5.0$1.00$3.00256K
150Ministral 3 3B 2512MMistral3.67/5.0$0.100$0.100131K
151Ministral 3 8B 2512MMistral3.67/5.0$0.150$0.150262K
152Mistral Small 3.1 24BMMistral3.67/5.0$0.351$0.555128K
153Llama 3.3 70B InstructMMeta3.67/5.0$0.590$0.790131K
154Grok Code Fast 1XXAI3.67/5.0$0.200$1.50256K
155Gemini 2.5 FlashGGoogle3.67/5.0$0.300$2.501.0M
156Mistral Small 3.2 24BMMistral3.33/5.0$0.094$0.250256K
157Qwen: Qwen3 Coder 30B A3B InstructQQwen3.33/5.0$0.070$0.280262K
158Llama 4 ScoutMMeta3.33/5.0$0.180$0.5901.3M
159Llama 4 MaverickMMeta3.33/5.0$0.188$0.6521.0M
160MiniMax: MiniMax M2-herMMinimax3.33/5.0$0.300$1.2066K
161GPT-4oOOpenAI3.33/5.0$2.50$10.00128K
162GPT-4o-miniOOpenAI3.00/5.0$0.150$0.600128K
163IBM: Granite 4.0 MicroIIbm-granite2.67/5.0$0.017$0.112131K
164Sakana: Sakana NamazuSSakana0.00/5.0$0.950$4.00262K

Pricing — top 5 for business

IinclusionAI: Ling 3.0 Flash VL
$0.051/MTok
5.00/5.0
QQwen: Qwen3.7 Flash
$0.105/MTok
5.00/5.0
NNVIDIA: Nemotron 3.5 Lightning
$0.167/MTok
5.00/5.0
NNVIDIA: Nemotron 3 Nano 30B A3B
$0.195/MTok
5.00/5.0
XMiMo-V2.5
$0.245/MTok
5.00/5.0
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