/best/writingupdated October 2026164 models evaluated

Best AI for writing

Long-form drafting, rewriting, tone-matching, and editorial work.

CodingMathWritingResearchTranslationData AnalysisChatbotsStudentsBusinessCreative WritingTabular Data & Spreadsheets

Writing is where models diverge most on taste. Two models can score identically on instruction-following and produce prose with completely different voice — one tight and readable, the other syrupy and evasive. Benchmark scores alone won't tell you which model matches your brand.

What matters: rhetorical range, willingness to cut, instruction adherence at the paragraph level, and refusal discipline. Good models don't moralize at the drop of a hat. We weight side-by-side human preference strongly here, along with tone consistency across long documents.

Our writing rank weights writing quality (2.5×), instruction-following (1.5×), and reasoning (0.5×). For editorial work at scale, instruction-following is the main differentiator — models that silently ignore style constraints waste editorial time.

Full rankings

All 164 models, scored for writing

weighted composite · lower-is-worse
#ModelProviderTask score$/in$/outContext
01Qwen: Qwen3.7 FlashQQwen5.00/5.0$0.030$0.1301M
02OpenAI: GPT-5.6 LunaOOpenAI5.00/5.0$0.200$1.201.1M
03Gemini 3.6 FlashGGoogle5.00/5.0$0.750$3.751.0M
04Sakana: Fugu MaxSSakana5.00/5.0$2.00$6.001M
05OpenAI: GPT-5.6 SolOOpenAI5.00/5.0$2.00$10.001.1M
06MoonshotAI: Kimi K3MMoonshotAI5.00/5.0$0.500$12.001.0M
07OpenAI: GPT-5.6 Sol ProOOpenAI5.00/5.0$5.00$30.001.1M
08Anthropic: Claude Fable 5AAnthropic5.00/5.0$10.00$50.001M
09Claude Opus 5 (Fast)AAnthropic5.00/5.0$10.00$50.001M
10Anthropic: Claude Fable 5.1AAnthropic5.00/5.0$10.00$50.001M
11Inception: Mercury 2.5 PreviewIInception4.50/5.0$0.040$0.150260K
12MiMo-V2.5XXiaomi4.50/5.0$0.140$0.2801.1M
13GLM-4.7 FlashZZhipu AI4.50/5.0$0.060$0.400200K
14NVIDIA: Nemotron 3 SuperNNVIDIA4.50/5.0$0.080$0.450262K
15Z.ai: GLM 5.3 FlashZZhipu AI4.50/5.0$0.150$0.5001.0M
16DeepSeek: DeepSeek V4 Flash 0731DDeepSeek4.50/5.0$0.005$1.281.0M
17DeepSeek V4 FlashDDeepSeek4.50/5.0$0.007$1.281.0M
18MiniMax: MiniMax M3MMinimax4.50/5.0$0.300$1.201.0M
19Meta: Muse Glimmer 30BMMeta4.50/5.0$0.300$1.20131K
20Thinking Machines: Inkling SmallTThinkingmachines4.50/5.0$0.450$1.20524K
21Qwen: Qwen3.7 PlusQQwen4.50/5.0$0.320$1.281M
22Qwen: Qwen3.6 PlusQQwen4.50/5.0$0.325$1.951M
23Devstral 2 2512MMistral4.50/5.0$0.400$2.00262K
24DeepSeek V4 ProDDeepSeek4.50/5.0$0.955$1.911.0M
25R1 0528DDeepSeek4.50/5.0$0.500$2.15164K
26NVIDIA: Nemotron 3 UltraNNVIDIA4.50/5.0$0.500$2.20262K
27Gemini 3.5 Flash LiteGGoogle4.50/5.0$0.300$2.501.0M
28MoonshotAI: Kimi K2.6MMoonshotAI4.50/5.0$0.465$2.45262K
29Qwen: Qwen3.8 27BQQwen4.50/5.0$0.425$2.551M
30R1DDeepSeek4.50/5.0$0.700$2.5064K
31Qwen: Qwen3.6 27BQQwen4.50/5.0$0.450$2.70262K
32Grok 4.3XXAI4.50/5.0$1.25$2.501M
33Gemini 3 Flash PreviewGGoogle4.50/5.0$0.500$3.001.0M
34Kimi K2.7 CodeMMoonshot AI4.50/5.0$0.671$3.35262K
35Google: Gemini 3.8 FlashGGoogle4.50/5.0$0.750$3.751.0M
36Google: Gemini 3.7 FlashGGoogle4.50/5.0$0.750$3.751.0M
37DeepSeek: DeepSeek V4 Pro 0813DDeepSeek4.50/5.0$1.32$3.961.0M
38Meta: Muse Spark 1.3MMeta4.50/5.0$1.25$4.251.0M
39Meta: Muse Spark 1.2MMeta4.50/5.0$1.25$4.251.0M
40Meta: Muse Spark 1.1MMeta4.50/5.0$1.25$4.251.0M
41Qwen 3.7 MaxQQwen4.50/5.0$1.48$4.421M
42OpenAI: GPT-5.6 Luna ProOOpenAI4.50/5.0$1.00$6.001.1M
43Qwen: Qwen3.6 Max PreviewQQwen4.50/5.0$1.03$6.16262K
44Grok 4.5XXAI4.50/5.0$2.00$6.00500K
45Z.ai: GLM 5.3ZZhipu AI4.50/5.0$0.039$7.001.0M
46Z.ai: GLM 5.2ZZhipu AI4.50/5.0$0.084$8.001.0M
47Gemini 3.5 FlashGGoogle4.50/5.0$1.50$9.001.0M
48Anthropic: Claude Sonnet 5AAnthropic4.50/5.0$2.00$10.001M
49Gemini 3.1 Pro PreviewGGoogle4.50/5.0$2.00$12.001.0M
50OpenAI: GPT-5.6 TerraOOpenAI4.50/5.0$2.00$12.001.1M
51GPT-5.2OOpenAI4.50/5.0$1.75$14.00400K
52OpenAI: GPT-5.6 Terra ProOOpenAI4.50/5.0$2.50$15.001.1M
53Claude Opus 5AAnthropic4.50/5.0$5.00$25.001M
54Claude Opus 4.7AAnthropic4.50/5.0$5.00$25.001M
55GPT-5.5OOpenAI4.50/5.0$5.00$30.001.1M
56Anthropic: Claude Opus 4.8 (Fast)AAnthropic4.50/5.0$10.00$50.001M
57Nex AGI: Nex-N2-MiniNNex-agi4.00/5.0$0.025$0.100262K
58Ministral 3 3B 2512MMistral4.00/5.0$0.100$0.100131K
59NVIDIA: Nemotron 3.5 LightningNNVIDIA4.00/5.0$0.047$0.134262K
60OpenAI: gpt-oss-120bOOpenAI4.00/5.0$0.037$0.170131K
61Qwen: Qwen3.5-9BQQwen4.00/5.0$0.100$0.150262K
62Ministral 3 8B 2512MMistral4.00/5.0$0.150$0.150262K
63Ministral 3 14B 2512MMistral4.00/5.0$0.200$0.200262K
64Qwen: Qwen3 30B A3B Instruct 2507QQwen4.00/5.0$0.100$0.300262K
65Gemma 4 31BGGoogle4.00/5.0$0.090$0.340262K
66DeepSeek V3.2DDeepSeek4.00/5.0$0.259$0.420164K
67Qwen: Qwen3.8 FlashQQwen4.00/5.0$0.150$0.4701M
68Grok 4.1 FastXXAI4.00/5.0$0.200$0.5002M
69Qwen: Qwen3 235B A22B Instruct 2507QQwen4.00/5.0$0.090$0.550262K
70inclusionAI: Ling-2.6-1TIInclusionai4.00/5.0$0.075$0.625262K
71Qwen: Qwen3.5-35B-A3BQQwen4.00/5.0$0.080$0.750262K
72Arcee AI: Trinity Large ThinkingAArcee-ai4.00/5.0$0.250$0.800262K
73MiMo-V2.5-ProXXiaomi4.00/5.0$0.435$0.8701.1M
74DeepSeek V3.1DDeepSeek4.00/5.0$0.250$0.950164K
75Qwen: Qwen3.6 35B A3BQQwen4.00/5.0$0.150$1.00262K
76Nex-N2-ProNNex AGI4.00/5.0$0.250$1.00262K
77Qwen: Qwen3.6 FlashQQwen4.00/5.0$0.188$1.131M
78MiniMax: MiniMax M2MMinimax4.00/5.0$0.300$1.20205K
79GPT-5.4 NanoOOpenAI4.00/5.0$0.200$1.25400K
80Gemini 3.1 Flash Lite PreviewGGoogle4.00/5.0$0.250$1.501.0M
81Google: Gemini 3.1 Flash LiteGGoogle4.00/5.0$0.250$1.501.0M
82Qwen: Qwen3.5 Plus 2026-04-20QQwen4.00/5.0$0.300$1.801M
83GPT-5 MiniOOpenAI4.00/5.0$0.250$2.00400K
84Mistral Medium 3.1MMistral4.00/5.0$0.400$2.00131K
85xAI: Grok Build 0.1XXAI4.00/5.0$1.00$2.00256K
86Gemini 2.5 FlashGGoogle4.00/5.0$0.300$2.501.0M
87Grok 4.20XXAI4.00/5.0$1.25$2.502M
88Thinking Machines: InklingTThinkingmachines4.00/5.0$1.00$4.05524K
89GPT-5.4 MiniOOpenAI4.00/5.0$0.750$4.50400K
90o4 MiniOOpenAI4.00/5.0$1.10$4.40200K
91Grok 4.6XXAI4.00/5.0$2.00$6.00500K
92Qwen: Qwen3.8 MaxQQwen4.00/5.0$2.00$6.001M
93Mistral Medium 3.5MMistral4.00/5.0$1.50$7.50262K
94GPT-4.1OOpenAI4.00/5.0$2.00$8.001.0M
95o3OOpenAI4.00/5.0$2.00$8.00200K
96GPT-5OOpenAI4.00/5.0$1.25$10.00400K
97Gemini 2.5 ProGGoogle4.00/5.0$1.25$10.001.0M
98GPT-5.1OOpenAI4.00/5.0$1.25$10.00400K
99GPT-5.4OOpenAI4.00/5.0$2.50$15.001.1M
100Claude Sonnet 4.6AAnthropic4.00/5.0$3.00$15.001M
101Claude Opus 4.6AAnthropic4.00/5.0$5.00$25.001M
102Anthropic: Claude Opus 4.8AAnthropic4.00/5.0$5.00$25.001M
103inclusionAI: Ling-2.6-flashIInclusionai3.50/5.0$0.010$0.030262K
104inclusionAI: Ling 3.0 Flash VLIInclusionai3.50/5.0$0.021$0.062262K
105Ling-3.0-flashIInclusionai3.50/5.0$0.021$0.063262K
106IBM: Granite 4.1 8BIIbm-granite3.50/5.0$0.050$0.100131K
107Poolside: Laguna XS 2.1PPoolside3.50/5.0$0.060$0.120262K
108Inception: Mercury 2.5IInception3.50/5.0$0.040$0.150260K
109Gemma 4 26B A4B GGoogle3.50/5.0$0.090$0.300262K
110Xiaomi: MiMo-V2-FlashXXiaomi3.50/5.0$0.100$0.300262K
111StepFun: Step 3.5 FlashSStepfun3.50/5.0$0.100$0.300262K
112Upstage: Solar Pro 4UUpstage3.50/5.0$0.090$0.360524K
113ByteDance Seed: Seed-2.0-MiniBBytedance-seed3.50/5.0$0.100$0.400262K
114Gemini 2.5 Flash LiteGGoogle3.50/5.0$0.100$0.4001.0M
115Grok 3 MiniXXAI3.50/5.0$0.300$0.500131K
116Upstage: Solar Pro 3UUpstage3.50/5.0$0.150$0.600131K
117Mistral Small 4MMistral3.50/5.0$0.150$0.600262K
118inclusionAI: Ring-2.6-1TIInclusionai3.50/5.0$0.075$0.625262K
119Inception: Mercury 2IInception3.50/5.0$0.250$0.750128K
120MiniMax: MiniMax M2.7MMinimax3.50/5.0$0.210$0.840205K
121DeepSeek V3.1 TerminusDDeepSeek3.50/5.0$0.270$1.00164K
122MiniMax: MiniMax M2.5MMinimax3.50/5.0$0.270$1.08205K
123StepFun: Step 3.7 FlashSStepfun3.50/5.0$0.200$1.15262K
124Kwaipilot: KAT-Coder-Pro V2KKwaipilot3.50/5.0$0.300$1.20262K
125MiniMax: MiniMax M2.1MMinimax3.50/5.0$0.300$1.20205K
126GPT-4.1 MiniOOpenAI3.50/5.0$0.400$1.601.0M
127ByteDance Seed: Seed-2.0-LiteBBytedance-seed3.50/5.0$0.250$2.00262K
128ByteDance Seed: Seed 1.6BBytedance-seed3.50/5.0$0.250$2.00262K
129GLM-4.7ZZhipu AI3.50/5.0$0.600$2.20205K
130ByteDance Seed: Seed-2.0-CodeBBytedance-seed3.50/5.0$0.500$3.00262K
131Claude Haiku 4.5AAnthropic3.50/5.0$1.00$5.00200K
132Grok 4XXAI3.50/5.0$3.00$15.00256K
133OpenAI: gpt-oss-20bOOpenAI3.00/5.0$0.018$0.090131K
134Poolside Laguna S 2.1PPoolside3.00/5.0$0.090$0.1801.0M
135Mistral Small 3.2 24BMMistral3.00/5.0$0.094$0.250256K
136ByteDance Seed: Seed 1.6 FlashBBytedance-seed3.00/5.0$0.075$0.300262K
137Llama 4 ScoutMMeta3.00/5.0$0.100$0.3001.3M
138GPT-5 NanoOOpenAI3.00/5.0$0.050$0.400400K
139GPT-4.1 NanoOOpenAI3.00/5.0$0.100$0.4001.0M
140Llama 3.3 70B InstructMMeta3.00/5.0$0.220$0.500131K
141KAT-Coder-Air V2.5KKwaipilot3.00/5.0$0.150$0.600256K
142Llama 4 MaverickMMeta3.00/5.0$0.188$0.6521.0M
143MiniMax: MiniMax-01MMinimax3.00/5.0$0.200$1.101.0M
144Grok Code Fast 1XXAI3.00/5.0$0.200$1.50256K
145Mistral Large 3 2512MMistral3.00/5.0$0.500$1.50262K
146AionLabs: Aion-2.0AAion-labs3.00/5.0$0.800$1.60131K
147MiniMax: MiniMax M1MMinimax3.00/5.0$0.550$2.201M
148Relace: Relace SearchRRelace3.00/5.0$1.00$3.00256K
149AionLabs: Aion-3.0AAion-labs3.00/5.0$3.00$6.00131K
150GPT-4oOOpenAI3.00/5.0$2.50$10.00128K
151Grok 3XXAI3.00/5.0$3.00$15.00131K
152IBM: Granite 4.0 MicroIIbm-granite2.50/5.0$0.017$0.112131K
153NVIDIA: Nemotron 3 Nano 30B A3BNNVIDIA2.50/5.0$0.060$0.240262K
154Qwen: Qwen3 Coder 30B A3B InstructQQwen2.50/5.0$0.070$0.280262K
155GPT-4o-miniOOpenAI2.50/5.0$0.150$0.600128K
156Mistral Small 3.1 24BMMistral2.50/5.0$0.351$0.555128K
157Codestral 2508MMistral2.50/5.0$0.300$0.900256K
158Meituan: LongCat 2.0MMeituan2.50/5.0$0.300$1.201.0M
159AionLabs: Aion-3.0-MiniAAion-labs2.50/5.0$0.700$1.40131K
160IBM: Granite 4.2 8BIIbm-granite2.00/5.0$0.060$0.250131K
161Seed 2.1 TurboBByteDance2.00/5.0$0.500$2.50262K
162MiniMax: MiniMax M2-herMMinimax1.50/5.0$0.300$1.2066K
163KAT-Coder-Pro V2.5KKwaipilot0.50/5.0$0.740$2.96262K
164Sakana: Sakana NamazuSSakana0.00/5.0$0.950$4.00262K

Pricing — top 5 for writing

QQwen: Qwen3.7 Flash
$0.105/MTok
5.00/5.0
OOpenAI: GPT-5.6 Luna
$0.950/MTok
5.00/5.0
GGemini 3.6 Flash
$3.00/MTok
5.00/5.0
SSakana: Fugu Max
$5.00/MTok
5.00/5.0
OOpenAI: GPT-5.6 Sol
$8.00/MTok
5.00/5.0
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