Benchmarks / UGI Leaderboard

Reported by UGI Leaderboard

UGI Leaderboard

How closely the model matches the writing style of a given example.

Last updated 2 Oct 2026

Results dated
6 Sep 2025 to 2 Oct 2026
Results
379 configurations of 230 models
Unit
score from 0 to 1
Licence
Apache License 2.0

Style adherence: DeepSeek-V4-Pro (0423)

Top 15 of 379 results · score from 0 to 1, higher is better · ≈ cannot be told apart from the leader. Choose a model to highlight it.Clear highlight

  1. 1≈ Claude Opus 5.5 (max reasoning)Anthropic 0.43
  2. 1≈ Claude Opus 5.5 (medium reasoning)Anthropic 0.43
  3. 1≈ Claude Fable 5.1 (high reasoning)Anthropic 0.43
  4. 1≈ Claude Opus 5.5 (high reasoning)Anthropic 0.43
  5. 5 Claude Opus 5.5 (extra-high reasoning)Anthropic 0.42
  6. 5 Claude Fable 5.1 (medium reasoning)Anthropic 0.42
  7. 5 Claude Opus 4.6 (high reasoning)Anthropic 0.42
  8. 8 Claude Opus 4.7 (high reasoning)Anthropic 0.41
  9. 8 Claude Sonnet 4.6 (max reasoning)Anthropic 0.41
  10. 8 Claude Sonnet 4.6 (medium reasoning)Anthropic 0.41
  11. 8 GPT-5.5 (high reasoning)OpenAI 0.41
  12. 8 Claude Opus 4.6 (medium reasoning)Anthropic 0.41
  13. 8 MiniMax-M2.1MiniMax 0.41
  14. 8 Claude Opus 4.6 (max reasoning)Anthropic 0.41
  15. 8 GPT-5.5 (medium reasoning)OpenAI 0.41
  16. 126 DeepSeek-V4-Pro (0423, reasoning on)DeepSeek 0.36
  17. 166 DeepSeek-V4-Pro (0423, no reasoning)DeepSeek 0.35

Full results

UGI: style adherence, score from 0 to 1, higher is better
#ModelStyle adherence
score from 0 to 1, higher is better		Price
$ per million tokens, in / out
1≈ Claude Opus 5.5 (max reasoning)Anthropic
0.43
$4 / $20
1≈ Claude Opus 5.5 (medium reasoning)Anthropic
0.43
$4 / $20
1≈ Claude Fable 5.1 (high reasoning)Anthropic
0.43
$10 / $50
1≈ Claude Opus 5.5 (high reasoning)Anthropic
0.43
$4 / $20
5 Claude Opus 5.5 (extra-high reasoning)Anthropic
0.42
$4 / $20
5 Claude Fable 5.1 (medium reasoning)Anthropic
0.42
$10 / $50
5 Claude Opus 4.6 (high reasoning)Anthropic
0.42
$5 / $25
8 Claude Opus 4.7 (high reasoning)Anthropic
0.41
$5 / $25
8 Claude Sonnet 4.6 (max reasoning)Anthropic
0.41
$3 / $15
8 Claude Sonnet 4.6 (medium reasoning)Anthropic
0.41
$3 / $15
8 GPT-5.5 (high reasoning)OpenAI
0.41
$5 / $30
8 Claude Opus 4.6 (medium reasoning)Anthropic
0.41
$5 / $25
8 MiniMax-M2.1MiniMax
0.41
$0.30 / $1.20
8 Claude Opus 4.6 (max reasoning)Anthropic
0.41
$5 / $25
8 GPT-5.5 (medium reasoning)OpenAI
0.41
$5 / $30
8 Claude Sonnet 4.5 (reasoning on)Anthropic
0.41
$3 / $15
8 Claude Fable 5 (extra-high reasoning)Anthropic
0.41
$10 / $50
8 GPT-5.5 (low reasoning)OpenAI
0.41
$5 / $30
19 Claude Opus 4.7 (medium reasoning)Anthropic
0.40
$5 / $25
19 Claude Opus 4.8 (max reasoning)Anthropic
0.40
$5 / $25
19 GPT-5.5 (extra-high reasoning)OpenAI
0.40
$5 / $30
19 Claude Opus 5.5 (low reasoning)Anthropic
0.40
$4 / $20
19 Claude Opus 4.7 (max reasoning)Anthropic
0.40
$5 / $25
19 MiMo-V2.5-Pro (reasoning on)Xiaomi
0.40
$0.43 / $0.87
19 MiMo-V2.5 (reasoning on)Xiaomi
0.40
$0.17 / $0.34
19 GLM-5 (no reasoning)Z.ai
0.40
$0.95 / $2.55
19 Trinity Large PreviewArcee AI
0.40
–
19 GPT-5.4 (high reasoning)OpenAI
0.40
$2.50 / $15
19 Gemini 2.5 ProGoogle
0.40
$1.25 / $10
19 Claude Fable 5 (high reasoning)Anthropic
0.40
$10 / $50
19 Claude Opus 4.6 (low reasoning)Anthropic
0.40
$5 / $25
19 GPT-5.4 (extra-high reasoning)OpenAI
0.40
$2.50 / $15
19 GPT-5.5 (no reasoning)OpenAI
0.40
$5 / $30
19 GPT-5.2 (low reasoning)OpenAI
0.40
$1.75 / $14
35 Claude Fable 5.1 (low reasoning)Anthropic
0.39
$10 / $50
35 Claude Sonnet 4.6 (high reasoning)Anthropic
0.39
$3 / $15
35 GPT-5.4 (medium reasoning)OpenAI
0.39
$2.50 / $15
35 GPT-5.6 Terra (extra-high reasoning)OpenAI
0.39
$2 / $12
35 Claude Sonnet 4.6 (low reasoning)Anthropic
0.39
$3 / $15
35 GPT-6 Sol (extra-high reasoning)OpenAI
0.39
$2 / $10
35 Claude Fable 5 (low reasoning)Anthropic
0.39
$10 / $50
35 Claude Opus 4.5 (reasoning on)Anthropic
0.39
$5 / $25
35 GPT-5 (high reasoning)OpenAI
0.39
$1.25 / $10
35 Claude Haiku 4.5 (reasoning on)Anthropic
0.39
$1 / $5
35 Claude Opus 4.7 (low reasoning)Anthropic
0.39
$5 / $25
35 GPT-5.6 Terra (medium reasoning)OpenAI
0.39
$2 / $12
35 GLM-4.6V (no reasoning)Z.ai
0.39
$0.30 / $0.90
35 GLM-4.6V (reasoning on)Z.ai
0.39
$0.30 / $0.90
35 Claude Opus 4.8 (extra-high reasoning)Anthropic
0.39
$5 / $25
35 Mistral Medium 3.1Mistral AI
0.39
$0.40 / $2
35 GPT-5.6 Terra (low reasoning)OpenAI
0.39
$2 / $12
52 Kimi K2 ThinkingMoonshot AI
0.38
$0.60 / $2.50
52 GPT-6 Sol (high reasoning)OpenAI
0.38
$2 / $10
52 Claude Opus 4.8 (low reasoning)Anthropic
0.38
$5 / $25
52 MiniMax-M2.7MiniMax
0.38
$0.30 / $1.20
52 Claude Fable 5 (medium reasoning)Anthropic
0.38
$10 / $50
52 GPT-5.1 (low reasoning)OpenAI
0.38
$1.25 / $10
52 GLM-5.1 (reasoning on)Z.ai
0.38
$1.38 / $4.40
52 GPT-5.6 Terra (high reasoning)OpenAI
0.38
$2 / $12
52 GPT-6 Sol (low reasoning)OpenAI
0.38
$2 / $10
52 Qwen3-1.7B (no reasoning)Alibaba
0.38
–
52 GPT-5.4 (no reasoning)OpenAI
0.38
$2.50 / $15
52 GPT-5.6 Luna (extra-high reasoning)OpenAI
0.38
$0.20 / $1.20
52 GLM-5 (reasoning on)Z.ai
0.38
$0.95 / $2.55
52 Claude Opus 4.8 (high reasoning)Anthropic
0.38
$5 / $25
52 GPT-5.2 (high reasoning)OpenAI
0.38
$1.75 / $14
52 GPT-5.4 (low reasoning)OpenAI
0.38
$2.50 / $15
52 GPT-5.2 (no reasoning)OpenAI
0.38
$1.75 / $14
52 GPT-5.6 Luna (medium reasoning)OpenAI
0.38
$0.20 / $1.20
52 GPT-6 Sol (medium reasoning)OpenAI
0.38
$2 / $10
52 Claude Sonnet 5 (extra-high reasoning)Anthropic
0.38
$2 / $10
52 Llama 3.1 70B InstructMeta
0.38
$0.40 / $0.40
52 GLM-4.6 (reasoning on)Z.ai
0.38
$0.50 / $2
52 GLM-4.7 (reasoning on)Z.ai
0.38
$0.54 / $1.98
52 Claude Fable 5 (max reasoning)Anthropic
0.38
$10 / $50
52 Claude Sonnet 4.5 (no reasoning)Anthropic
0.38
$3 / $15
52 MiniMax-M2.5MiniMax
0.38
$0.30 / $1.20
52 Mistral Large 3 (no reasoning)Mistral AI
0.38
$0.50 / $1.50
52 GPT-5.6 Terra (no reasoning)OpenAI
0.38
$2 / $12
52 GPT-6 Astra (medium reasoning)OpenAI
0.38
$10 / $50
52 GPT-6 Astra (extra-high reasoning)OpenAI
0.38
$10 / $50
52 Claude Opus 4.1 (reasoning on)Anthropic
0.38
$15 / $75
52 Claude Sonnet 5 (medium reasoning)Anthropic
0.38
$2 / $10
84 GLM-5.1 (no reasoning)Z.ai
0.37
$1.38 / $4.40
84 GPT-6.1 Sol (high reasoning)OpenAI
0.37
$2 / $10
84 Step 3.5 FlashStepFun
0.37
$0.10 / $0.30
84 GLM-4.6 (no reasoning)Z.ai
0.37
$0.50 / $2
84 GLM-5.2 (no reasoning)Z.ai
0.37
$1.40 / $4.40
84 DeepSeek-V3DeepSeek
0.37
$0.26 / $1.03
84 Mistral Large 3 (reasoning on)Mistral AI
0.37
$0.50 / $1.50
84 GPT-5.1 (medium reasoning)OpenAI
0.37
$1.25 / $10
84 GPT-5.6 Luna (high reasoning)OpenAI
0.37
$0.20 / $1.20
84 DeepSeek-V3.1-Terminus (reasoning on)DeepSeek
0.37
$0.27 / $1
84 GPT-5.6 Sol (extra-high reasoning)OpenAI
0.37
$4 / $20
84 Qwen3-4B (no reasoning)Alibaba
0.37
–
84 Claude Sonnet 5 (high reasoning)Anthropic
0.37
$2 / $10
84 Llama 4 MaverickMeta
0.37
$0.27 / $0.85
84 Muse Glimmer 30B (medium reasoning)Meta
0.37
$0.30 / $1.20
84 GPT-5.2 (medium reasoning)OpenAI
0.37
$1.75 / $14
84 GPT-5.6 Luna (low reasoning)OpenAI
0.37
$0.20 / $1.20
84 GPT-6.1 Sol (extra-high reasoning)OpenAI
0.37
$2 / $10
84 GLM-4.7-Flash (reasoning by prefill)Z.ai
0.37
$0.06 / $0.40
84 Qwen3-1.7B (reasoning on)Alibaba
0.37
–
84 Qwen3-14B (no reasoning)Alibaba
0.37
$0.12 / $0.24
84 Claude Opus 4.8 (medium reasoning)Anthropic
0.37
$5 / $25
84 Gemini 3 Pro Preview (high reasoning)Google
0.37
–
84 GPT-5 (low reasoning)OpenAI
0.37
$1.25 / $10
84 GPT-6.1 Sol (low reasoning)OpenAI
0.37
$2 / $10
84 GPT-6.1 Sol (medium reasoning)OpenAI
0.37
$2 / $10
84 Llama 3.3 70B InstructMeta
0.37
$0.59 / $0.79
84 GPT-5.1 (high reasoning)OpenAI
0.37
$1.25 / $10
84 Claude Sonnet 5 (max reasoning)Anthropic
0.37
$2 / $10
84 Gemini 3 Flash Preview (high reasoning)Google
0.37
$0.50 / $3
84 GPT-6 Astra (low reasoning)OpenAI
0.37
$10 / $50
84 GLM-4.7 (no reasoning)Z.ai
0.37
$0.54 / $1.98
84 Claude Opus 4.5 (no reasoning)Anthropic
0.37
$5 / $25
84 DeepSeek-V3.2-SpecialeDeepSeek
0.37
–
84 Muse Glimmer 30B (high reasoning)Meta
0.37
$0.30 / $1.20
84 Grok 4.7xAI
0.37
$2 / $6
84 Jamba Mini 1.7AI21 Labs
0.37
–
84 DeepSeek-V3.2 (reasoning on)DeepSeek
0.37
$0.30 / $0.96
84 DeepSeek-V4-Flash (0423, reasoning on)DeepSeek
0.37
$0.14 / $0.28
84 Gemini 3 Flash Preview (medium reasoning)Google
0.37
$0.50 / $3
84 MiniMax-M2MiniMax
0.37
$0.30 / $1.20
84 Mistral Large 2.1 (2411)Mistral AI
0.37
–
126 Qwen3-4B (reasoning on)Alibaba
0.36
–
126 Qwen3-8B (no reasoning)Alibaba
0.36
$0.12 / $0.46
126 Claude Opus 4 (reasoning on)Anthropic
0.36
–
126 Llama 3.1 405B InstructMeta
0.36
–
126 Mistral Large 2 (2407)Mistral AI
0.36
$2 / $6
126 GPT-5.6 Sol (low reasoning)OpenAI
0.36
$4 / $20
126 MiMo-V2.5-Pro (no reasoning)Xiaomi
0.36
$0.43 / $0.87
126 Qwen2.5-72B-InstructAlibaba
0.36
$0.36 / $0.40
126 Qwen3-235B-A22B-Instruct-2507Alibaba
0.36
$0.15 / $0.75
126 GPT-6 Astra (high reasoning)OpenAI
0.36
$10 / $50
126 Qwen3-30B-A3B (no reasoning)Alibaba
0.36
$0.12 / $0.50
126 DeepSeek-V3.1 (reasoning on)DeepSeek
0.36
$0.55 / $1.65
126 DeepSeek-V3.1-Terminus (no reasoning)DeepSeek
0.36
$0.27 / $1
126 Llama 4 ScoutMeta
0.36
$0.18 / $0.59
126 GPT-5.3 ChatOpenAI
0.36
–
126 o1 (high reasoning)OpenAI
0.36
$15 / $60
126 Grok 3xAI
0.36
–
126 MiMo-V2.5 (no reasoning)Xiaomi
0.36
$0.17 / $0.34
126 MiMo-V2-Flash (no reasoning)Xiaomi
0.36
–
126 Gemma 4 31B (reasoning by prefill)Google
0.36
$0.14 / $0.40
126 GPT-5.6 Luna (no reasoning)OpenAI
0.36
$0.20 / $1.20
126 Falcon-H1 0.5B InstructTII
0.36
–
126 GLM-4.5 (reasoning on)Z.ai
0.36
$0.60 / $2.20
126 Jamba Large 1.7AI21 Labs
0.36
–
126 Claude Sonnet 4 (no reasoning)Anthropic
0.36
$3 / $15
126 DeepSeek-V4-Pro (0423, reasoning on)DeepSeek
0.36
$1.42 / $2.83
126 Rnj-1 InstructEssential AI
0.36
–
126 Mixtral 8x7B Instruct v0.1Mistral AI
0.36
–
126 Grok 4.6xAI
0.36
$2 / $6
126 Gemini 3 Pro Preview (low reasoning)Google
0.36
–
126 Llama 3.2 3B InstructMeta
0.36
$0.05 / $0.33
126 Qwen3-30B-A3B (reasoning on)Alibaba
0.36
$0.12 / $0.50
126 Qwen3.5-122B-A10B (no reasoning)Alibaba
0.36
$0.26 / $2.08
126 Claude Sonnet 4 (reasoning on)Anthropic
0.36
$3 / $15
126 Grok 4 (0709)xAI
0.36
–
126 Grok 4.20 Multi-Agent Beta (0309, 4 agents)xAI
0.36
–
126 Qwen3-VL-235B-A22B-InstructAlibaba
0.36
$0.30 / $1.50
126 Seed-OSS-36B-InstructByteDance
0.36
–
126 GPT-5.6 Sol (high reasoning)OpenAI
0.36
$4 / $20
126 GPT-5.6 Sol (no reasoning)OpenAI
0.36
$4 / $20
166 Qwen3.5-122B-A10B (reasoning on)Alibaba
0.35
$0.26 / $2.08
166 Qwen3-14B (reasoning on)Alibaba
0.35
$0.12 / $0.24
166 Claude 3.7 Sonnet (reasoning on)Anthropic
0.35
–
166 Claude Sonnet 5 (low reasoning)Anthropic
0.35
$2 / $10
166 Llama 2 70B ChatMeta
0.35
–
166 Muse Glimmer 30B (extra-high reasoning)Meta
0.35
$0.30 / $1.20
166 Mistral Small 3.1 24BMistral AI
0.35
$0.35 / $0.56
166 ChatGPT-4o (2025-03-26)OpenAI
0.35
–
166 Grok 4.20 Beta (0309, non-reasoning)xAI
0.35
–
166 Claude Opus 4 (no reasoning)Anthropic
0.35
–
166 Command R (08-2024)Cohere
0.35
$0.15 / $0.60
166 Gemma 4 26B A4B (reasoning by prefill)Google
0.35
$0.10 / $0.30
166 Mistral Medium 3Mistral AI
0.35
$0.40 / $2
166 GPT-5.6 Sol (medium reasoning)OpenAI
0.35
$4 / $20
166 GLM-4.5 (no reasoning)Z.ai
0.35
$0.60 / $2.20
166 GLM-4.7-Flash (no reasoning)Z.ai
0.35
$0.06 / $0.40
166 Qwen3.6-Plus (no reasoning)Alibaba
0.35
$0.33 / $1.95
166 DeepSeek-V4-Pro (0423, no reasoning)DeepSeek
0.35
$1.42 / $2.83
166 Gemini 3.5 Flash (medium reasoning)Google
0.35
$1.50 / $9
166 Granite 4.0 H SmallIBM
0.35
–
166 GPT-5 Chat (latest)OpenAI
0.35
–
166 Qwen3-VL-32B-InstructAlibaba
0.35
$0.10 / $0.42
166 Llama 3.3 8B InstructAllura Forge
0.35
–
166 Claude Haiku 4.5 (no reasoning)Anthropic
0.35
$1 / $5
166 Mixtral 8x22B InstructMistral AI
0.35
$2 / $6
166 Muse Glimmer 30B (low reasoning)Meta
0.35
$0.30 / $1.20
166 Mistral Small 3Mistral AI
0.35
$0.05 / $0.08
166 Qwen3-8B (reasoning on)Alibaba
0.35
$0.12 / $0.46
166 DeepSeek-V3-0324DeepSeek
0.35
$0.25 / $1
166 Mistral Small 3.2 24BMistral AI
0.35
$0.094 / $0.25
166 Mistral Small (2409)Mistral AI
0.35
–
166 GPT-5.2 ChatOpenAI
0.35
–
166 o1 (low reasoning)OpenAI
0.35
$15 / $60
166 Qwen3.6-27B (no reasoning)Alibaba
0.35
$0.30 / $3.20
166 Nova 2 Lite (no reasoning)Amazon
0.35
$0.30 / $2.50
166 Ministral 3 14B ReasoningMistral AI
0.35
–
166 Mistral Medium 3.5 (no reasoning)Mistral AI
0.35
$1.50 / $7.50
166 Kimi K2.6 (reasoning on)Moonshot AI
0.35
$0.95 / $4
166 GLM-5.2 (reasoning on)Z.ai
0.35
$1.40 / $4.40
166 Claude 3 OpusAnthropic
0.35
–
166 Command ACohere
0.35
$2.50 / $10
166 DeepSeek-V3.2-Exp (no reasoning)DeepSeek
0.35
$0.27 / $0.41
166 DeepSeek-V3.2-Exp (reasoning on)DeepSeek
0.35
$0.27 / $0.41
166 Devstral Small 2Mistral AI
0.35
–
166 Qwen3-4B-Instruct-2507Alibaba
0.35
–
166 Claude Opus 4.1 (no reasoning)Anthropic
0.35
$15 / $75
166 Seed-OSS-36B-Instruct (512-token reasoning budget)ByteDance
0.35
–
166 Gemini 2.5 Flash Preview (09-2025, reasoning on)Google
0.35
–
166 Gemini 3.5 Flash (low reasoning)Google
0.35
$1.50 / $9
166 Gemma 4 12BGoogle
0.35
–
166 Ministral 3 8B Reasoning (reasoning by prefill)Mistral AI
0.35
–
166 Hy3 Preview (no reasoning)Tencent
0.35
$0.18 / $0.60
218 Qwen3-VL-235B-A22B-ThinkingAlibaba
0.34
$0.40 / $4
218 Gemini 3.1 Pro Preview (low reasoning)Google
0.34
$2 / $12
218 Gemma 4 31BGoogle
0.34
$0.14 / $0.40
218 Llama 3.1 8B InstructMeta
0.34
$0.05 / $0.08
218 Phi-4Microsoft
0.34
$0.07 / $0.14
218 Ministral 3 8B ReasoningMistral AI
0.34
–
218 Seed-OSS-36B-Instruct (no reasoning)ByteDance
0.34
–
218 Gemma 4 26B A4BGoogle
0.34
$0.10 / $0.30
218 Inflection 3 PiInflection AI
0.34
–
218 Magistral Small 1.2Mistral AI
0.34
–
218 Kimi K2.5 (no reasoning)Moonshot AI
0.34
$0.57 / $2.85
218 Kimi K2.6 (no reasoning)Moonshot AI
0.34
$0.95 / $4
218 Grok 4.20 (0309, non-reasoning)xAI
0.34
–
218 Command R+ (08-2024)Cohere
0.34
$2.50 / $10
218 DeepSeek-V3.1 (no reasoning)DeepSeek
0.34
$0.55 / $1.65
218 Nova 2 Lite (reasoning on)Amazon
0.34
$0.30 / $2.50
218 Claude 3 HaikuAnthropic
0.34
–
218 Gemini 2.5 Flash Preview (09-2025, no reasoning)Google
0.34
–
218 Gemini 3.5 Flash (high reasoning)Google
0.34
$1.50 / $9
218 Gemini 3 Flash Preview (minimal reasoning)Google
0.34
$0.50 / $3
218 Gemini 3.8 Flash (high reasoning)Google
0.34
$1.50 / $7.50
218 Kimi K2.5 (reasoning on)Moonshot AI
0.34
$0.57 / $2.85
218 Kimi-VL-A3B-InstructMoonshot AI
0.34
–
218 DeepSeek-V3.2 (no reasoning)DeepSeek
0.34
$0.30 / $0.96
218 EXAONE 4.0 32BLG AI Research
0.34
–
218 Mistral NemoMistral AI
0.34
$0.023 / $0.03
218 GPT-5.1 ChatOpenAI
0.34
–
218 Grok 4.3xAI
0.34
$1.25 / $2.50
218 MiMo-V2-Flash (reasoning on)Xiaomi
0.34
–
218 Qwen3-VL-32B-ThinkingAlibaba
0.34
–
218 Gemini 3.8 Flash (medium reasoning)Google
0.34
$1.50 / $7.50
249 Kimi-VL-A3B-Thinking (2506)Moonshot AI
0.33
–
249 Qwen3-30B-A3B-Thinking-2507Alibaba
0.33
$0.20 / $2.40
249 Qwen3-VL-4B-ThinkingAlibaba
0.33
–
249 Qwen3-VL-8B-InstructAlibaba
0.33
$0.12 / $0.46
249 Gemma 4 12B (reasoning by prefill)Google
0.33
–
249 MedGemma 27B TextGoogle
0.33
–
249 Llama 3.2 1B InstructMeta
0.33
$0.027 / $0.20
249 Ministral 3 8B (reasoning by prefill)Mistral AI
0.33
$0.15 / $0.15
249 o4-mini (low reasoning)OpenAI
0.33
$1.10 / $4.40
249 Qwen3.5-27B (no reasoning)Alibaba
0.33
$0.27 / $2.16
249 Qwen3-VL-2B-ThinkingAlibaba
0.33
–
249 Gemini 3.1 Pro Preview (high reasoning)Google
0.33
$2 / $12
249 Grok 4.1 Fast (reasoning)xAI
0.33
–
249 Grok 4.20 Beta (0309, reasoning)xAI
0.33
–
249 Qwen3.5-2B (reasoning by prefill)Alibaba
0.33
–
249 Qwen3.5-35B-A3B (no reasoning)Alibaba
0.33
$0.16 / $1.30
249 GPT-4o (2024-05-13)OpenAI
0.33
$5 / $15
249 Ling-1TAnt Group
0.33
–
249 Ministral 3 8BMistral AI
0.33
$0.15 / $0.15
249 Qwen3-MaxAlibaba
0.33
$0.78 / $3.90
249 Qwen3-VL-8B-ThinkingAlibaba
0.33
$0.18 / $2.10
249 Gemini 3.1 Pro Preview (medium reasoning)Google
0.33
$2 / $12
249 Gemini 3.5 Flash (minimal reasoning)Google
0.33
$1.50 / $9
249 Hy3 Preview (reasoning on)Tencent
0.33
$0.18 / $0.60
249 Grok 4 Fast (reasoning)xAI
0.33
–
249 GLM-4.5-AirZ.ai
0.33
$0.14 / $0.86
249 DeepSeek-V4-Flash (0423, no reasoning)DeepSeek
0.33
$0.14 / $0.28
249 Gemini 3.6 Flash (medium reasoning)Google
0.33
$1.50 / $7.50
249 Gemini 3.7 Flash (medium reasoning)Google
0.33
$1.50 / $7.50
249 GPT-4.1OpenAI
0.33
$2 / $8
249 Falcon-H1 3B InstructTII
0.33
–
249 Grok 4 Fast (non-reasoning)xAI
0.33
–
249 Qwen3.5-397B-A17B (no reasoning)Alibaba
0.33
$0.55 / $3.50
249 Qwen3.6-Plus (reasoning on)Alibaba
0.33
$0.33 / $1.95
249 Claude 3.7 Sonnet (no reasoning)Anthropic
0.33
–
249 Falcon-H1 7B InstructTII
0.33
–
249 Grok 4.20 (0309, reasoning)xAI
0.33
–
286 Ministral 3 14BMistral AI
0.32
$0.20 / $0.20
286 Gemma 4 E2B (reasoning by prefill)Google
0.32
–
286 Gemini 3.7 Flash (high reasoning)Google
0.32
$1.50 / $7.50
286 Qwen2.5-VL-72B-InstructAlibaba
0.32
$0.80 / $1
286 Falcon-H1 1.5B InstructTII
0.32
–
286 Solar Pro 3Upstage
0.32
$0.15 / $0.60
286 GLM-4-32B-0414Z.ai
0.32
–
286 Qwen3.5-9B (no reasoning)Alibaba
0.32
$0.10 / $0.15
286 Qwen3.6-35B-A3B (no reasoning)Alibaba
0.32
$0.10 / $1
286 Gemini 3.6 Flash (high reasoning)Google
0.32
$1.50 / $7.50
286 Gemini 3.8 Flash (low reasoning)Google
0.32
$1.50 / $7.50
286 Ministral 3 14B Reasoning (reasoning by prefill)Mistral AI
0.32
–
286 Qwen3-32B (no reasoning)Alibaba
0.32
$0.14 / $0.40
286 Qwen3.5-4B (no reasoning)Alibaba
0.32
–
286 Kimi Linear 48B A3B InstructMoonshot AI
0.32
–
286 Qwen2.5-7B-InstructAlibaba
0.32
$0.10 / $0.20
286 Qwen2.5-VL-32B-InstructAlibaba
0.32
–
286 Ring-1TAnt Group
0.32
–
286 Grok 4.1 Fast (non-reasoning)xAI
0.32
–
286 Grok 4.5xAI
0.32
$2 / $6
286 Qwen2.5-Coder-7B-InstructAlibaba
0.32
–
286 Qwen3.5-0.8B (no reasoning)Alibaba
0.32
–
286 Olmo 3 32B ThinkAi2
0.32
–
286 DeepSeek-R1-0528DeepSeek
0.32
$0.50 / $2.18
286 Ministral 3 8B Reasoning (reasoning by system prompt)Mistral AI
0.32
–
311 Qwen3-30B-A3B-Instruct-2507Alibaba
0.31
$0.09 / $0.30
311 gpt-oss-20b (medium reasoning)OpenAI
0.31
$0.03 / $0.15
311 o4-mini (medium reasoning)OpenAI
0.31
$1.10 / $4.40
311 Qwen3-VL-30B-A3B-ThinkingAlibaba
0.31
$0.29 / $1
311 Ministral 3 14B (reasoning by prefill)Mistral AI
0.31
$0.20 / $0.20
311 Falcon-H1 1.5B Deep InstructTII
0.31
–
311 o4-mini (high reasoning)OpenAI
0.31
$1.10 / $4.40
311 Apriel Nemotron 15B ThinkerServiceNow
0.31
–
311 Qwen3.5-27B (reasoning by prefill)Alibaba
0.31
$0.27 / $2.16
311 Gemma 4 E2BGoogle
0.31
–
311 Mistral Small 4 (high reasoning)Mistral AI
0.31
$0.15 / $0.60
311 Mistral Medium 3.5 (high reasoning)Mistral AI
0.31
$1.50 / $7.50
311 Reka Flash 3Reka AI
0.31
$0.10 / $0.20
311 Qwen3-235B-A22B-Thinking-2507Alibaba
0.31
$0.30 / $3
311 Gemini 3.7 Flash (low reasoning)Google
0.31
$1.50 / $7.50
311 Kimi K2 (0905)Moonshot AI
0.31
$0.60 / $2.50
311 Qwen3-32B (reasoning on)Alibaba
0.31
$0.14 / $0.40
311 Qwen3-Coder-30B-A3B-InstructAlibaba
0.31
$0.07 / $0.28
311 Qwen3-Next-80B-A3B-InstructAlibaba
0.31
$0.10 / $1.10
311 GLM-4.5-Air (no reasoning)Z.ai
0.31
$0.14 / $0.86
311 Qwen3.5-4B (reasoning by prefill)Alibaba
0.31
–
311 Qwen3.5-9B (reasoning by prefill)Alibaba
0.31
$0.10 / $0.15
311 Qwen3.6-27B (reasoning by prefill)Alibaba
0.31
$0.30 / $3.20
311 o3 (high reasoning)OpenAI
0.31
$2 / $8
335 Gemini 3.6 Flash (minimal reasoning)Google
0.30
$1.50 / $7.50
335 Qwen2.5-32B-InstructAlibaba
0.30
–
335 Gemma 2 27BGoogle
0.30
$0.65 / $0.65
335 Gemma 4 E4B (reasoning by prefill)Google
0.30
–
335 QwQ-32BAlibaba
0.30
–
335 Magistral Small 1.2 (reasoning by system prompt)Mistral AI
0.30
–
335 Qwen2.5-VL-3B-InstructAlibaba
0.30
–
335 DeepSeek-R1DeepSeek
0.30
$0.70 / $2.50
335 InternLM3 8B InstructShanghai AI Lab
0.30
–
335 Qwen2.5-1.5B-InstructAlibaba
0.30
–
335 Inflection 3 ProductivityInflection AI
0.30
–
335 gpt-oss-20b (low reasoning)OpenAI
0.30
$0.03 / $0.15
335 Gemma 2 2BGoogle
0.30
–
335 Gemma 2 9BGoogle
0.30
–
335 Olmo 3 7B InstructAi2
0.30
–
350 Gemma 4 E4BGoogle
0.29
–
350 Qwen3-Omni-30B-A3B-ThinkingAlibaba
0.29
–
350 Gemma 3 12BGoogle
0.29
$0.05 / $0.15
350 Gemma 3 27BGoogle
0.29
$0.12 / $0.20
350 Gemma 3 4BGoogle
0.29
$0.05 / $0.10
350 Olmo 3 7B ThinkAi2
0.29
–
350 o3 (medium reasoning)OpenAI
0.29
$2 / $8
350 Qwen3.5-2B (no reasoning)Alibaba
0.29
–
350 Qwen3-VL-4B-InstructAlibaba
0.29
–
350 Mistral Small 4 (no reasoning)Mistral AI
0.29
$0.15 / $0.60
350 Qwen2.5-14B-InstructAlibaba
0.29
–
350 Kimi K2 (0711)Moonshot AI
0.29
$0.57 / $2.30
350 gpt-oss-120b (medium reasoning)OpenAI
0.29
$0.15 / $0.60
350 Qwen3-Next-80B-A3B-ThinkingAlibaba
0.29
$0.15 / $1.20
364 Nemotron 3 Nano 30B A3BNVIDIA
0.28
$0.05 / $0.20
364 o3 (low reasoning)OpenAI
0.28
$2 / $8
364 Qwen3.5-35B-A3B (reasoning by prefill)Alibaba
0.28
$0.16 / $1.30
364 Nanbeige4-3B-Thinking (2510)Nanbeige
0.28
–
364 Solar 10.7B Instruct v1.0Upstage
0.28
–
364 Qwen3-4B-Thinking-2507Alibaba
0.28
–
364 Qwen3.6-35B-A3B (reasoning by prefill)Alibaba
0.28
$0.10 / $1
364 Qwen3-VL-2B-InstructAlibaba
0.28
–
364 LFM2-8B-A1BLiquid AI
0.28
–
373 LFM2-24B-A2BLiquid AI
0.27
–
373 Nemotron Nano 12B v2 VL (BF16, no reasoning)NVIDIA
0.27
–
373 gpt-oss-20b (high reasoning)OpenAI
0.27
$0.03 / $0.15
376 Nemotron Nano 12B v2 VL (BF16)NVIDIA
0.26
–
376 Nanbeige4-3B-Thinking (2511)Nanbeige
0.26
–
378 Qwen3-0.6B (reasoning on)Alibaba
0.25
–
378 Nemotron 3 Nano 30B A3B (reasoning by prefill)NVIDIA
0.25
$0.05 / $0.20

Swipe the table sideways for more columns.

Ranks follow the score as shown, so equal numbers share a rank. Results as published by UGI Leaderboard; we do not re-run them.

What it measures

How closely the model matches the writing style of a given example.

What it does not measure

Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.

Source

UGI Leaderboard · Methodology

947 results from UGI Leaderboard not ranked here · show why

We rank a result only when we can tie it to a specific model you can use. These are left out:

  • Community fine-tunes and merges: 934
  • No score published: 13

UGI Leaderboard by DontPlanToEnd, Apache License 2.0.