UGI Leaderboard

Name: UGI Leaderboard results
Creator: UGI Leaderboard
License: https://www.apache.org/licenses/LICENSE-2.0

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: Gemini 3.6 Flash

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≈ Claude Opus 5.5 (max reasoning)Anthropic 0.43
1≈ Claude Opus 5.5 (medium reasoning)Anthropic 0.43
1≈ Claude Fable 5.1 (high reasoning)Anthropic 0.43
1≈ Claude Opus 5.5 (high reasoning)Anthropic 0.43
5 Claude Opus 5.5 (extra-high reasoning)Anthropic 0.42
5 Claude Fable 5.1 (medium reasoning)Anthropic 0.42
5 Claude Opus 4.6 (high reasoning)Anthropic 0.42
8 Claude Opus 4.7 (high reasoning)Anthropic 0.41
8 Claude Sonnet 4.6 (max reasoning)Anthropic 0.41
8 Claude Sonnet 4.6 (medium reasoning)Anthropic 0.41
8 GPT-5.5 (high reasoning)OpenAI 0.41
8 Claude Opus 4.6 (medium reasoning)Anthropic 0.41
8 MiniMax-M2.1MiniMax 0.41
8 Claude Opus 4.6 (max reasoning)Anthropic 0.41
8 GPT-5.5 (medium reasoning)OpenAI 0.41
⋯
249 Gemini 3.6 Flash (medium reasoning)Google 0.33
⋯
286 Gemini 3.6 Flash (high reasoning)Google 0.32
⋯
335 Gemini 3.6 Flash (minimal reasoning)Google 0.30

Full results

UGI: style adherence, score from 0 to 1, higher is better
#	Model	Style 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.