AI-ism character names

Test: Bad Writing Habits

Avg. Score
98.9%
Scenarios
18

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Ministral 3B100.0%$0.00018.1s100%
2Ministral 3 3B100.0%$0.000511.1s100%
3Ministral 3 14B100.0%$0.000711.7s100%
4Mistral Small 4100.0%$0.001418.2s100%
5Claude Haiku 5.5 (Adaptive)100.0%$0.001819.3s100%
6Gemini 3 Flash (Preview)100.0%$0.007819.6s100%
7DeepSeek V3 (2025-03-24)100.0%$0.001439.4s100%
8Muse Glimmer 30B (Reasoning, Medium)100.0%$0.003843.4s100%
9Mistral Medium 3.5 (Reasoning)100.0%$0.01818.0s100%
10Gemma 4 26B100.0%$0.000955.1s100%
11Ministral 8B99.8%$0.000410.4s96%
12Gemini 3.5 Flash Lite (Reasoning, Minimal)99.8%$0.00356.3s96%
13Inception Mercury 299.8%$0.00327.0s96%
14Gemini 3.5 Flash Lite (Reasoning)99.8%$0.00356.6s96%
15Z.AI GLM 4.7 Flash100.0%$0.00171.2m100%
16Muse Spark 1.2 (Reasoning, Medium)100.0%$0.01838.3s100%
17Gemini 3.1 Flash Lite (Reasoning)99.8%$0.003011.9s96%
18Gemini 3.1 Flash Lite99.8%$0.003012.1s96%
19Ministral 3 8B99.8%$0.000819.6s96%
20GPT-5.4 Nano (Reasoning, Low)99.8%$0.005520.6s96%
21GPT-6 Luna99.8%$0.001332.6s96%
22GPT-4o Mini (temp=1)99.8%$0.001234.8s96%
23Gemma 4 31B100.0%$0.00101.6m100%
24Arcee AI: Trinity Mini99.6%$0.00039.2s94%
25DeepSeek V4.1 Flash (Reasoning, High)99.8%$0.002935.4s96%
26Grok 4.5 (Reasoning, Low)100.0%$0.0181.1m100%
27Gemini 3.1 Flash Lite (Preview)99.6%$0.00308.4s94%
28Mistral Medium 3.199.8%$0.004836.5s96%
29Claude Haiku 5.5 (Reasoning, Low)99.6%$0.001414.5s94%
30GPT-OSS 120B100.0%$0.00151.8m100%
31Gemini 3.5 Flash (Reasoning, Minimal)99.8%$0.01812.0s96%
32Gemini 3.6 Flash (Reasoning, Minimal)99.8%$0.01714.3s96%
33Gemini 2.5 Flash99.6%$0.005210.6s94%
34Mistral Medium 3.599.8%$0.01818.2s96%
35DeepSeek V3 (2024-12-26)99.8%$0.002154.6s96%
36Thinking Machines Inkling Small (Reasoning, High)100.0%$0.00881.7m100%
37GPT-6 Luna (Reasoning, High)99.8%$0.002357.1s96%
38GPT-4o, Aug. 6th (temp=1)99.8%$0.01824.4s96%
39Gemini 2.5 Flash Lite99.3%$0.00099.5s93%
40GPT-5.4 Nano (Reasoning)99.6%$0.006124.5s94%
41Nemotron 3 Nano99.8%$0.00101.1m96%
42Hermes 3 70B99.8%$0.00101.2m96%
43Claude Haiku 5.5 (Reasoning, Medium)99.3%$0.001414.9s93%
44GPT-5.4 Mini (Reasoning)99.8%$0.02228.1s96%
45GPT-6 Luna (Reasoning, Medium)99.6%$0.001643.0s94%
46GPT-5.4 Mini (Reasoning, Low)99.6%$0.01516.8s94%
47Gemini 3.8 Flash (Reasoning, Medium)99.6%$0.01418.0s94%
48GPT-5.4 Mini99.6%$0.01516.8s94%
49GPT-4.1 Mini99.3%$0.002719.0s93%
50Gemini 3 Flash (Preview, Reasoning)99.6%$0.01230.1s94%
51Qwen 3 32B99.6%$0.001554.6s94%
52Llama 3.1 70B99.3%$0.001529.4s93%
53Qwen 3 235B A22B Instruct 250799.6%$0.001159.2s94%
54Mistral Large 399.3%$0.003330.3s93%
55GPT-5 Nano99.8%$0.00421.4m96%
56Cohere Command R+ (Aug. 2024)99.8%$0.02052.5s96%
57Z.AI GLM 4.699.6%$0.006551.5s94%
58Qwen 3.5 Plus (2026-02-15)99.3%$0.006031.5s93%
59Gemini 3.7 Flash (Reasoning, Medium)99.3%$0.01218.2s93%
60GPT-4o, Aug. 6th (temp=0)99.6%$0.02322.7s94%
61GPT-5.6 Luna99.3%$0.01515.8s93%
62GPT-5 Mini99.6%$0.010057.4s94%
63GPT-5.6 Luna (Reasoning, Medium)99.3%$0.01718.0s93%
64Mistral Large 4.099.6%$0.00631.1m94%
65DeepSeek-V2 Chat99.3%$0.002153.3s93%
66Z.AI GLM 5.2 (Reasoning, High)99.6%$0.0111.0m94%
67Qwen 3.5 9B99.6%$0.00111.4m94%
68Hermes 3 405B99.3%$0.003253.2s93%
69Nemotron 3 Super99.6%$0.00001.4m94%
70GPT-5.4 Nano99.1%$0.005726.3s92%
71Qwen 2.5 72B99.1%$0.001036.7s92%
72Gemini 2.5 Flash (Reasoning)99.1%$0.01121.5s92%
73Gemma 4 26B (Reasoning)99.8%$0.00132.0m96%
74Gemini 3.6 Flash (Reasoning)99.8%$0.04432.5s96%
75Gemini 3.5 Flash (Reasoning)100.0%$0.07137.6s100%
76Qwen 3.5 35B99.6%$0.0181.0m94%
77Qwen 3.5 Flash99.1%$0.002547.5s92%
78o4 Mini High99.6%$0.02547.2s94%
79Z.AI GLM 4.599.1%$0.005142.1s92%
80Gemma 4 31B (Reasoning)99.8%$0.00142.2m96%
81GPT-4.1 Nano98.7%$0.000713.3s90%
82Qwen 3.6 35B99.3%$0.00831.0m93%
83Mistral Small 4 (Reasoning)98.9%$0.002230.2s91%
84Mistral Large 299.1%$0.01329.4s92%
85Qwen 3.7 Flash (Reasoning)99.1%$0.001055.2s92%
86Gemini 2.5 Flash Lite (Reasoning)98.9%$0.002830.8s91%
87Z.AI GLM 4.799.6%$0.0101.4m94%
88o4 Mini99.3%$0.01525.7s91%
89Writer: Palmyra X598.9%$0.01122.0s91%
90Qwen 3.5 122B99.6%$0.0251.1m94%
91DeepSeek V4 Flash (Reasoning)98.7%$0.000731.1s90%
92Claude Sonnet 5.5 (Reasoning)99.6%$0.04236.9s94%
93GPT-4o Mini (temp=0)98.7%$0.001234.8s90%
94Grok 4.5 (Reasoning, High)99.8%$0.0301.6m96%
95Grok 4.398.7%$0.006930.5s90%
96Qwen 3.6 Flash99.1%$0.01041.4s90%
97DeepSeek V3.199.3%$0.00201.8m93%
98Qwen 3.5 Plus (2026-04-20)99.6%$0.0171.8m94%
99ByteDance Seed 1.699.8%$0.0132.5m96%
100Grok 4.6 (Reasoning, High)100.0%$0.0422.5m100%
101Thinking Machines Inkling99.1%$0.00751.5m92%
102GPT-5.6 Terra (Reasoning, Medium)99.3%$0.04435.2s93%
103Aion 2.098.9%$0.00641.3m91%
104Gemma 3 27B98.4%$0.000652.6s89%
105GPT-6.1 Sol (Reasoning, Medium)99.6%$0.0311.6m94%
106WizardLM 2 8x22b99.1%$0.00261.8m92%
107Muse Spark 1.1 (Reasoning, Medium)98.4%$0.01523.9s89%
108Mistral NeMO97.8%$0.000510.1s87%
109Z.AI GLM 4.5 Air98.7%$0.002958.2s88%
110Z.AI GLM 5.3 Flash (Reasoning, Low)98.4%$0.00051.1m89%
111Grok 4.20 (Reasoning)99.1%$0.0181.5m92%
112Xiaomi MIMO v2.6 Flash98.9%$0.00081.8m91%
113ByteDance Seed 2.0 Lite99.3%$0.0122.2m93%
114Muse Spark 1.3 (Reasoning, Medium)99.3%$0.0251.8m93%
115Qwen 3.5 27B99.3%$0.0201.6m91%
116Claude Sonnet 5 (Reasoning, Low)98.7%$0.03138.4s90%
117Kimi K3 (Reasoning, Low)98.9%$0.0281.1m91%
118Claude Sonnet 4.6 (Reasoning)99.6%$0.0601.2m94%
119Qwen 3.8 Flash (Reasoning)99.6%$0.00643.1m94%
120Xiaomi MIMO v2.598.0%$0.005431.8s87%
121Muse Spark 1.1 (Reasoning, Minimal)97.8%$0.01219.2s87%
122Cydonia 24B V4.198.0%$0.001444.8s87%
123GPT-4.198.2%$0.01844.7s89%
124Grok 4.3 (Reasoning)99.3%$0.0212.3m93%
125Aion 3.5 (Reasoning, High)98.7%$0.0221.3m90%
126Claude Sonnet 4.698.4%$0.03139.3s89%
127Laguna S 2.197.3%$0.000522.1s86%
128GPT-6 Sol (Reasoning, Medium)98.7%$0.0311.0m90%
129GPT-6 Sol98.4%$0.02751.4s89%
130Xiaomi MIMO v2.6 Pro98.9%$0.00332.0m89%
131Claude Opus 5.5 (Reasoning)99.8%$0.09256.0s96%
132GPT-5.6 Terra98.7%$0.04636.9s90%
133Mistral Large 4.0 (Reasoning)99.8%$0.0233.4m96%
134DeepSeek V3.298.7%$0.00141.9m88%
135MiniMax M2.598.0%$0.00341.3m88%
136Claude Sonnet 5 (Reasoning)98.2%$0.03038.9s89%
137DeepSeek V4 Pro 0813 (Reasoning, High)98.9%$0.0251.8m91%
138Qwen 3.5 397B A17B99.3%$0.0143.0m93%
139GPT-5.299.3%$0.0561.5m93%
140Gemini 2.5 Pro98.2%$0.03636.2s89%
141Gemini 3.1 Pro (Preview)100.0%$0.1071.8m100%
142MiniMax M399.1%$0.00603.1m92%
143Hy4 Preview (Reasoning, High)100.0%$0.0404.4m100%
144Aion 3.5 Mini (Reasoning, High)98.9%$0.0112.4m89%
145Qwen 3.6 27B98.9%$0.0252.3m91%
146Claude Opus 4.8 (Reasoning, Low)98.9%$0.07141.9s91%
147ByteDance Seed 1.6 Flash96.9%$0.001327.3s84%
148Claude Opus 5 (Reasoning, Low)99.6%$0.0971.0m94%
149ByteDance Seed 2.0 Mini99.8%$0.00454.9m96%
150GPT-5.498.7%$0.0491.4m90%
151Claude Opus 4.7 (Reasoning)98.7%$0.07632.0s90%
152Qwen 3.6 Max Preview99.8%$0.0503.5m96%
153GPT-5.4 (Reasoning, Low)98.9%$0.0551.4m89%
154Claude Opus 598.9%$0.08250.1s91%
155Claude Opus 5 (Reasoning)99.3%$0.0981.0m93%
156Laguna XS 2.196.4%$0.000314.4s83%
157Xiaomi MIMO v2.5 Pro97.1%$0.008553.5s85%
158Gemma 3 12B96.4%$0.000441.3s85%
159Claude Sonnet 597.1%$0.02733.5s86%
160Grok 4.7 (Reasoning, High)100.0%$0.0743.9m100%
161Claude Opus 4.798.2%$0.06930.4s89%
162Claude Opus 4.698.9%$0.0781.2m91%
163MiniMax M2.797.3%$0.00401.1m83%
164Z.AI GLM 5 Turbo96.7%$0.008133.2s83%
165Claude Opus 4.6 (Reasoning)99.1%$0.0881.4m92%
166Grok 4.2096.4%$0.009345.7s85%
167Claude Opus 4.8 (Reasoning)98.2%$0.07141.7s89%
168Aion 3.097.3%$0.0241.0m85%
169Gemma 3 4B95.6%$0.000220.0s83%
170 Kimi K3 (Reasoning, High)98.2%$0.0441.8m89%
171Thinking Machines Inkling (Reasoning)99.8%$0.0255.1m96%
172DeepSeek V4 Flash 0731 (Reasoning, High)98.4%$0.00222.6m84%
173DeepSeek V4 Flash96.4%$0.000631.6s81%
174Kimi K2.598.7%$0.0193.2m88%
175DeepSeek V4 Pro (Reasoning)98.4%$0.0153.1m88%
176GPT-5.4 (Reasoning)99.6%$0.0892.6m94%
177GPT-5.198.2%$0.0541.8m89%
178Claude Haiku 4.596.0%$0.01121.6s82%
179Qwen 3.7 Max98.9%$0.0682.3m91%
180Mistral Small 3.2 24B99.6%$0.00705.7m94%
181Qwen 3.8 27B (Reasoning, XHigh)99.6%$0.0404.7m94%
182Aion 3.0 Mini96.2%$0.00531.2m82%
183GPT-5.6 Sol (Reasoning, Medium)98.7%$0.1081.2m90%
184Z.AI GLM 5.3 Flash (Reasoning, Max)99.6%$0.00316.5m94%
185GPT-598.7%$0.0652.8m90%
186GPT-5.6 Sol98.0%$0.1051.2m88%
187Z.AI GLM 5.196.2%$0.0141.5m80%
188Qwen 3.8 Max (Reasoning, XHigh)100.0%$0.0835.9m100%
189Claude Sonnet 4.595.8%$0.03538.1s81%
190GPT-5.5 (Reasoning, Medium)99.1%$0.1421.8m92%
191Claude Haiku 5.5 (Reasoning, Max)100.0%$0.0497.5m100%
192DeepSeek V4 Pro95.1%$0.00481.3m79%
193Claude Sonnet 494.4%$0.03243.7s78%
194Kimi K2.699.3%$0.0586.5m93%
195Z.AI GLM 594.4%$0.00841.2m75%
196GPT-5.596.9%$0.1391.7m84%
197Claude Opus 4.594.7%$0.07053.4s76%
198GPT-5.5 (Reasoning, Low)96.7%$0.1391.8m83%
199Z.AI GLM 5.3 (Reasoning, Max)98.4%$0.0667.3m88%
200Claude Opus 490.0%$0.2091.4m64%
98.92%

Individual Scenarios

Detailed Writing Rules

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 5.5 (Reasoning)100100100100100100.0%
Qwen 3.8 Max (Reasoning, XHigh)100100100100100100.0%
GPT-6.1 Sol (Reasoning, Medium)100100100100100100.0%
Gemini 3.8 Flash (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.3 (Reasoning, Max)100100100100100100.0%
GPT-5.6 Sol (Reasoning, Medium)100100100100100100.0%
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.6 Flash (Reasoning)100100100100100100.0%
Gemini 3.7 Flash (Reasoning, Medium)100100100100100100.0%
Hy4 Preview (Reasoning, High)100100100100100100.0%
Muse Spark 1.2 (Reasoning, Medium)100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Max)100100100100100100.0%
Qwen 3.7 Max100100100100100100.0%
DeepSeek V4.1 Flash (Reasoning, High)100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Max)100100100100100100.0%
Qwen 3.8 Flash (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Muse Spark 1.3 (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, High)100100100100100100.0%
Muse Spark 1.1 (Reasoning, Medium)100100100100100100.0%
Z.AI GLM 5.1100100100100100100.0%
Qwen 3.6 Max Preview100100100100100100.0%
GPT-5.5 (Reasoning, Medium)100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Kimi K3 (Reasoning, High)100100100100100100.0%
Qwen 3.8 27B (Reasoning, XHigh)100100100100100100.0%
Claude Sonnet 5.5 (Reasoning)100100100100100100.0%
Grok 4.6 (Reasoning, High)100100100100100100.0%
GPT-6 Sol (Reasoning, Medium)100100100100100100.0%
Grok 4.7 (Reasoning, High)100100100100100100.0%
Kimi K2.6100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100.0%
GPT-5.6 Terra (Reasoning, Medium)100100100100100100.0%
GPT-6 Luna (Reasoning, Medium)100100100100100100.0%
Aion 3.5 Mini (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Mistral Large 4.0 (Reasoning)100100100100100100.0%
Kimi K3 (Reasoning, Low)100100100100100100.0%
Claude Opus 5 (Reasoning, Low)100100100100100100.0%
Aion 3.5 (Reasoning, High)100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100.0%
Xiaomi MIMO v2.6 Pro100100100100100100.0%
GPT-5100100100100100100.0%
Muse Spark 1.1 (Reasoning, Minimal)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 5 (Reasoning)100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Kimi K2.5100100100100100100.0%
Thinking Machines Inkling (Reasoning)100100100100100100.0%
GPT-5.6 Sol100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
GPT-5.6 Luna (Reasoning, Medium)100100100100100100.0%
MiniMax M3100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
DeepSeek V4 Pro 0813 (Reasoning, High)100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100.0%
GPT-6 Sol100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
Claude Opus 5100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
Claude Opus 4.7100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Haiku 5.5 (Adaptive)100100100100100100.0%
Qwen 3.6 Flash100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100.0%
Muse Glimmer 30B (Reasoning, Medium)100100100100100100.0%
Aion 3.0100100100100100100.0%
o4 Mini High100100100100100100.0%
Z.AI GLM 5.3 Flash (Reasoning, Low)100100100100100100.0%
Qwen 3.7 Flash (Reasoning)100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
GPT-5.6 Terra100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100.0%
DeepSeek V4 Flash 0731 (Reasoning, High)100100100100100100.0%
Z.AI GLM 4.7100100100100100100.0%
Qwen 3.6 35B100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
Thinking Machines Inkling Small (Reasoning, High)100100100100100100.0%
Claude Sonnet 5100100100100100100.0%
Claude Opus 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
GPT-4.1100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Gemini 3.6 Flash (Reasoning, Minimal)100100100100100100.0%
Aion 2.0100100100100100100.0%
o4 Mini100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Mistral Medium 3.5 (Reasoning)100100100100100100.0%
Gemma 4 31B100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100.0%
GPT-5.6 Luna100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Gemma 4 26B100100100100100100.0%
GPT-OSS 120B100100100100100100.0%
Claude Haiku 5.5 (Reasoning, Low)100100100100100100.0%
Mistral Large 4.0100100100100100100.0%
Mistral Medium 3.5100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning, Minimal)100100100100100100.0%
Gemini 3.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Qwen 3.5 9B100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100.0%
GPT-6 Luna100100100100100100.0%
Aion 3.0 Mini100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
DeepSeek V4 Pro100100100100100100.0%
Inception Mercury 2100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
Mistral Large 2100100100100100100.0%
GPT-4.1 Mini100