Forbidden words eliminated

Test: Text Replacement

Avg. Score
93.0%
Scenarios
2

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00031.5s100%
2Mistral Small 4100.0%$0.00042.9s100%
3Inception Mercury 2100.0%$0.00101.4s100%
4Gemini 3.1 Flash Lite (Preview)100.0%$0.00091.7s100%
5Mistral Small 3.2 24B100.0%$0.00025.5s100%
6Gemma 3 4B100.0%$0.00015.9s100%
7Gemini 2.5 Flash100.0%$0.00142.1s100%
8Grok 4 Fast100.0%$0.00075.7s100%
9Mistral Medium 3.1100.0%$0.00124.9s100%
10Gemini 3 Flash (Preview)100.0%$0.00183.5s100%
11GPT-4.1 Mini100.0%$0.00106.3s100%
12GPT-4o Mini (temp=1)100.0%$0.00049.0s100%
13Mistral Large 3100.0%$0.00107.2s100%
14GPT-4o Mini (temp=0)100.0%$0.00049.3s100%
15Grok 4.20 (Beta)100.0%$0.00321.7s100%
16Qwen 3.5 Plus (2026-02-15)100.0%$0.00157.1s100%
17Claude Haiku 4.5100.0%$0.00332.7s100%
18Gemini 2.5 Flash Lite (Reasoning)100.0%$0.001210.6s100%
19Qwen3 235B A22B Instruct 2507100.0%$0.000314.7s100%
20Gemma 3 27B100.0%$0.000215.6s100%
21DeepSeek V3 (2024-12-26)100.0%$0.000715.6s100%
22Grok 4.1 Fast100.0%$0.001114.8s100%
23DeepSeek-V2 Chat100.0%$0.000716.0s100%
24Llama 3.1 Nemotron 70B100.0%$0.001415.1s100%
25Mistral Large100.0%$0.00427.0s100%
26Mistral Large 2100.0%$0.00427.1s100%
27GPT-4.1100.0%$0.00524.2s100%
28GPT-4o, Aug. 6th (temp=0)100.0%$0.00642.5s100%
29GPT-4o, Aug. 6th (temp=1)100.0%$0.00642.6s100%
30Gemini 2.5 Flash (Reasoning)100.0%$0.00497.8s100%
31Hermes 3 405B100.0%$0.001123.2s100%
32Mistral Small 4 (Reasoning)100.0%$0.002122.4s100%
33Z.AI GLM 4.5100.0%$0.002721.2s100%
34GPT-5.2100.0%$0.00795.5s100%
35Llama 3.1 70B100.0%$0.000530.4s100%
36Z.AI GLM 5 Turbo100.0%$0.006213.5s100%
37Mistral Small Creative97.6%$0.00023.0s83%
38GPT-4o, May 13th (temp=0)100.0%$0.0102.6s100%
39GPT-4o, May 13th (temp=1)100.0%$0.0103.2s100%
40Claude Sonnet 4.6100.0%$0.0104.4s100%
41Claude Sonnet 4.5100.0%$0.0104.6s100%
42Claude Sonnet 4100.0%$0.0105.5s100%
43Nemotron 3 Super100.0%$0.000036.7s100%
44Claude 3.7 Sonnet100.0%$0.0105.9s100%
45DeepSeek V3.1100.0%$0.000735.8s100%
46WizardLM 2 8x22b100.0%$0.000736.8s100%
47Gemma 3 12B97.6%$0.00018.1s83%
48Stealth: Healer Alpha97.6%$0.000010.9s83%
49GPT-5 Mini100.0%$0.004727.4s100%
50Qwen 2.5 72B97.6%$0.000310.1s83%
51DeepSeek V3 (2025-03-24)100.0%$0.000540.7s100%
52ByteDance Seed 1.6 Flash97.6%$0.000711.7s83%
53DeepSeek V3.2100.0%$0.000444.9s100%
54Hermes 3 70B100.0%$0.000745.2s100%
55Z.AI GLM 4.6100.0%$0.003935.8s100%
56ByteDance Seed 1.6100.0%$0.003640.0s100%
57GPT-5 Nano100.0%$0.001946.4s100%
58GPT-5.4 (Reasoning)100.0%$0.01411.3s100%
59Claude Opus 4.5100.0%$0.0175.4s100%
60Claude Opus 4.6100.0%$0.0175.4s100%
61Qwen 3.5 Flash100.0%$0.002848.6s100%
62Mistral NeMO92.9%$0.00023.0s73%
63o4 Mini100.0%$0.01320.7s100%
64Nemotron 3 Nano100.0%$0.000956.9s100%
65GPT-5.4 Mini (Reasoning)97.6%$0.00769.3s83%
66Grok 4.20 (Beta, Reasoning)100.0%$0.01711.3s100%
67GPT-5.197.6%$0.00878.2s83%
68Gemini 3 Flash (Preview, Reasoning)100.0%$0.01423.7s100%
69Claude Sonnet 4.6 (Reasoning)100.0%$0.01912.0s100%
70Aion 2.0100.0%$0.004358.1s100%
71Claude 3.5 Sonnet100.0%$0.0209.7s100%
72ByteDance Seed 2.0 Lite100.0%$0.005157.6s100%
73Writer: Palmyra X592.9%$0.00348.3s73%
74MiniMax M2.597.6%$0.001639.6s83%
75GPT-5.4 Nano (Reasoning)88.1%$0.00104.3s68%
76Claude Opus 4.6 (Reasoning)100.0%$0.0239.1s100%
77Qwen 3.5 35B100.0%$0.01340.1s100%
78GPT-5.4 Mini (Reasoning, Low)88.1%$0.00293.3s68%
79Qwen 3 32B95.2%$0.001036.9s77%
80Cohere Command R+ (Aug. 2024)97.6%$0.006633.5s83%
81Grok 4100.0%$0.02026.3s100%
82GPT-5100.0%$0.02027.9s100%
83Z.AI GLM 4.7 Flash100.0%$0.00141.5m100%
84Qwen 3.5 27B100.0%$0.01354.9s100%
85GPT-5.4 (Reasoning, Low)90.5%$0.00925.5s70%
86MiniMax M2.795.2%$0.003144.2s77%
87Z.AI GLM 5100.0%$0.00851.2m100%
88o4 Mini High100.0%$0.02234.0s100%
89Qwen 3.5 122B100.0%$0.01848.0s100%
90GPT-5.485.7%$0.00896.0s67%
91Stealth: Hunter Alpha92.9%$0.000025.3s48%
92Ministral 3 14B81.0%$0.00023.9s49%
93Gemini 3.1 Pro (Preview)100.0%$0.03028.5s100%
94Qwen 3.5 9B100.0%$0.00142.0m100%
95Gemini 3 Pro (Preview)100.0%$0.03322.3s100%
96Inception Mercury81.0%$0.00043.7s45%
97GPT-5.4 Mini81.0%$0.00272.2s49%
98Z.AI GLM 4.7100.0%$0.00641.9m100%
99Gemini 2.5 Pro100.0%$0.03627.8s100%
100MoonshotAI: Kimi K2.5100.0%$0.0101.8m100%
101Claude 3 Haiku81.0%$0.00084.2s30%
102ByteDance Seed 2.0 Mini100.0%$0.00242.6m100%
103Claude Opus 4100.0%$0.0507.9s100%
104Ministral 8B76.2%$0.00013.2s23%
105Ministral 3 8B71.4%$0.00023.0s24%
106Qwen 3.5 397B A17B100.0%$0.00932.6m100%
107Rocinante 12B64.3%$0.00037.7s21%
108Arcee AI: Trinity Mini69.0%$0.001034.9s18%
109Llama 3.1 8B42.9%$0.00016.2s18%
110GPT-4.1 Nano45.2%$0.00033.8s11%
111GPT-5.4 Nano35.7%$0.00073.1s16%
112GPT-5.4 Nano (Reasoning, Low)38.1%$0.00083.3s7%
113LFM2 24B40.5%$0.000110.6s5%
114Arcee AI: Trinity Large (Preview)40.5%$0.000022.8s12%
115Ministral 3B16.7%$0.00001.8s11%
116Ministral 3 3B19.0%$0.00011.9s0%
92.96%

Individual Scenarios

Generic Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
GPT-5100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100.0%
o4 Mini High100100100100100100100100.0%
GPT-5.2100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100.0%
Grok 4.1 Fast100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
o4 Mini100100100100100100100100.0%
Grok 4100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
Stealth: Hunter Alpha100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
Qwen 3.5 Flash100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100.0%
Grok 4 Fast100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100.0%
Claude 3.5 Sonnet100100100100100100100100.0%
Grok 4.20 (Beta)100100100100100100100100.0%
Inception Mercury 2100100100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
Claude 3.7 Sonnet100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
Hermes 3 405B100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100.0%
GPT-5 Nano100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100.0%
Mistral Large100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100.0%
Gemma 3 12B100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100.0%
Gemma 3 27B100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100.0%
Nemotron 3 Nano100100100100100100100100.0%
Mistral Small 4100100100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100100100.0%
ByteDance Seed 1.6 Flash100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Mistral NeMO100100100100100100100100.0%
GPT-5.11001001001001001006795.2%
GPT-5.4 Mini (Reasoning)1001001001001001006795.2%
MiniMax M2.51001001001001001006795.2%
Stealth: Healer Alpha1001001001001001006795.2%
Qwen 2.5 72B1001001001001001006795.2%
Mistral Small Creative1001001001001001006795.2%
Cohere Command R+ (Aug. 2024)1001001001001001006795.2%
MiniMax M2.7100100100100100676790.5%
GPT-5.4 Mini (Reasoning, Low)100100100100100676790.5%
GPT-5.4100100100100100676790.5%
Qwen 3 32B100100100100100676790.5%
GPT-5.4 Nano (Reasoning)100100100100100676790.5%
Arcee AI: Trinity Mini100100100100100676790.5%
Inception Mercury10010010010067333376.2%
GPT-4.1 Nano100100100676767071.4%
Claude 3 Haiku100100100100670066.7%
Rocinante 12B100100676767333366.7%
Ministral 3 14B6767676767673361.9%
Llama 3.1 8B10067676767333361.9%
Ministral 8B10010010033330052.4%
Ministral 3 8B67676767330042.9%
GPT-5.4 Nano (Reasoning, Low)100100333300038.1%
GPT-5.4 Nano67673333330033.3%
Arcee AI: Trinity Large (Preview)10000000014.3%
Ministral 3B3333000009.5%
Ministral 3 3B330000004.8%
LFM2 24B00000000.0%

Specific Prompt

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100.0%
GPT-5 Mini100100100100100100100100.0%
GPT-5.1100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100.0%
GPT-5100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100.0%
o4 Mini High100100100100100100100100.0%
GPT-5.2100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100.0%
Grok 4.1 Fast100100100100100100100100.0%
Aion 2.0100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100.0%
MiniMax M2.7100100100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100.0%
MiniMax M2.5100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100.0%
GPT-4.1100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100.0%
o4 Mini100100100100100100100100.0%
Grok 4100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100.0%
Qwen 3.5 35B100100100100100100100100.0%
Claude Opus 4100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100.0%
Qwen 3.5 Flash100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100.0%
Grok 4 Fast100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100.0%
Stealth: Healer Alpha100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100.0%
Mistral Large 3100100100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100.0%
Claude 3.5 Sonnet100100100100100100100100.0%
Grok 4.20 (Beta)100100100100100100100100.0%
Inception Mercury 2100100100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100.0%
Claude 3.7 Sonnet100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100.0%
Hermes 3 405B100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100.0%
GPT-5 Nano100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100.0%
Mistral Large 2100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100.0%
Qwen 3 32B100100100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100.0%
Mistral Large100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100.0%
Llama 3.1 70B100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100.0%
Gemma 3 27B100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100.0%
Nemotron 3 Nano100100100100100100100100.0%
Mistral Small 4100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100.0%
Llama 3.1 Nemotron 70B100100100100100100100100.0%
Mistral Small Creative100100100100100100100100.0%
Hermes 3 70B100100100100100100100100.0%
Ministral 3 14B100100100100100100100100.0%
Ministral 3 8B100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100.0%
Gemma 3 4B100100100100100100100100.0%
Ministral 8B100100100100100100100100.0%
Gemma 3 12B1001001001001001006795.2%
ByteDance Seed 1.6 Flash1001001001001001006795.2%
Claude 3 Haiku1001001001001001006795.2%
GPT-5.4 Mini (Reasoning, Low)10010010010067676785.7%
GPT-5.4 Nano (Reasoning)10010010010067676785.7%
Writer: Palmyra X510010010010067676785.7%
Mistral NeMO10010010010067676785.7%
Stealth: Hunter Alpha100100100100100100085.7%
Inception Mercury100100100100100673385.7%
GPT-5.4 (Reasoning, Low)1001001006767676781.0%
GPT-5.41001001006767676781.0%
LFM2 24B1001001006767676781.0%
Arcee AI: Trinity Large (Preview)10067676767673366.7%
GPT-5.4 Mini6767676767673361.9%
Rocinante 12B10010010067670061.9%
Arcee AI: Trinity Mini1001001003300047.6%
GPT-5.4 Nano (Reasoning, Low)10067673300038.1%
GPT-5.4 Nano67676733330038.1%
Ministral 3 3B67673333330033.3%
Ministral 3B33333333330023.8%
Llama 3.1 8B676733000023.8%
GPT-4.1 Nano673333000019.0%