Utility

32 scenarios across 5 subcategories. 161 models scored.

Model Leaderboard

All models ranked by their Utility category score.

# Model Utility Word Counting Sentence Counting Paragraph Counting Structural Counting Data Extraction Overall
1 Gemini 3.1 Pro (Preview) 99.91% 99.56% 100.00% 100.00% 100.00% 100.00% 94.08%
2 Qwen3.7 Max 99.54% 97.69% 100.00% 100.00% 100.00% 100.00% 94.55%
3 Muse Spark 1.1 (Reasoning, Medium) 99.40% 96.99% 100.00% 100.00% 100.00% 100.00% 93.81%
4 Claude Opus 4.8 (Reasoning) 99.26% 97.26% 99.07% 100.00% 100.00% 100.00% 92.33%
5 Claude Opus 4.6 (Reasoning) 98.93% 94.65% 100.00% 100.00% 100.00% 100.00% 95.06%
6 Gemini 3.5 Flash (Reasoning) 98.86% 96.80% 100.00% 100.00% 97.50% 100.00% 93.35%
7 o4 Mini High 98.67% 95.97% 99.90% 100.00% 97.50% 100.00% 88.78%
8 Gemini 3.6 Flash (Reasoning) 98.56% 92.82% 100.00% 100.00% 100.00% 100.00% 94.90%
9 GPT-5 Mini 98.39% 97.93% 100.00% 100.00% 94.00% 100.00% 91.31%
10 Muse Spark 1.1 (Reasoning, Minimal) 98.38% 91.92% 100.00% 100.00% 100.00% 100.00% 91.43%
11 Qwen3.6 Max Preview 98.34% 91.71% 100.00% 100.00% 100.00% 100.00% 93.72%
12 Claude Opus 4.8 (Reasoning, Low) 98.00% 97.54% 98.48% 100.00% 94.00% 100.00% 91.89%
13 Claude Sonnet 4.6 (Reasoning) 97.88% 90.42% 99.96% 100.00% 99.00% 100.00% 93.64%
14 Claude Opus 4.7 (Reasoning) 97.87% 89.46% 99.91% 100.00% 100.00% 100.00% 92.53%
15 Z.AI GLM 5.1 97.51% 92.55% 100.00% 100.00% 95.00% 100.00% 93.74%
16 GPT-5.6 Sol (Reasoning) 97.51% 97.53% 100.00% 100.00% 90.00% 100.00% 95.15%
17 Qwen 3.5 397B A17B 97.50% 87.52% 100.00% 100.00% 100.00% 100.00% 91.09%
18 MoonshotAI: Kimi K2.6 97.42% 90.45% 100.00% 96.67% 100.00% 100.00% 92.57%
19 Gemini 3 Flash (Preview, Reasoning) 97.20% 86.00% 100.00% 100.00% 100.00% 100.00% 89.93%
20 GPT-5.4 (Reasoning) 96.89% 84.46% 100.00% 100.00% 100.00% 100.00% 93.85%
21 MoonshotAI: Kimi K2.5 96.63% 83.17% 100.00% 100.00% 100.00% 100.00% 90.86%
22 GPT-5.5 (Reasoning) 96.60% 83.08% 99.93% 100.00% 100.00% 100.00% 93.72%
23 Qwen 3.5 Plus (2026-04-20) 96.42% 84.60% 100.00% 100.00% 97.50% 100.00% 89.79%
24 Qwen 3.5 35B 96.42% 82.08% 100.00% 100.00% 100.00% 100.00% 87.01%
25 Z.AI GLM 5 Turbo 96.36% 95.82% 100.00% 100.00% 96.00% 90.00% 93.29%
26 Qwen 3.5 122B 96.36% 81.81% 100.00% 100.00% 100.00% 100.00% 90.32%
27 GPT-5.5 (Reasoning, Low) 96.36% 81.80% 100.00% 100.00% 100.00% 100.00% 92.51%
28 Gemma 4 31B (Reasoning) 96.32% 84.12% 99.99% 100.00% 97.50% 100.00% 89.64%
29 o4 Mini 96.31% 90.72% 98.35% 100.00% 92.50% 100.00% 86.56%
30 Z.AI GLM 5.2 (Reasoning, High) 96.31% 89.64% 97.93% 100.00% 94.00% 100.00% 93.41%
31 GPT-5.2 96.22% 84.32% 99.77% 100.00% 97.00% 100.00% 89.45%
32 Qwen 3.6 35B 96.20% 83.01% 98.00% 100.00% 100.00% 100.00% 87.66%
33 MoonshotAI: Kimi K3 (Reasoning, High) 96.19% 85.93% 100.00% 100.00% 95.00% 100.00% 92.99%
34 Qwen 3.5 Flash 96.11% 80.57% 100.00% 100.00% 100.00% 100.00% 85.66%
35 Qwen 3.6 Flash 96.09% 82.44% 100.00% 100.00% 98.00% 100.00% 89.31%
36 Claude Opus 4.7 95.77% 87.30% 99.57% 100.00% 92.00% 100.00% 89.90%
37 Gemma 4 26B (Reasoning) 95.69% 83.45% 100.00% 100.00% 95.00% 100.00% 89.02%
38 Qwen 3.5 27B 95.67% 85.82% 92.55% 100.00% 100.00% 100.00% 90.05%
39 GPT-5.6 Terra (Reasoning) 95.58% 80.91% 100.00% 100.00% 97.00% 100.00% 92.49%
40 MiniMax M2.7 95.50% 94.05% 95.47% 100.00% 88.00% 100.00% 86.23%
41 GPT-5.1 95.33% 85.32% 99.80% 100.00% 91.50% 100.00% 90.73%
42 GPT-5.4 (Reasoning, Low) 95.32% 76.62% 100.00% 100.00% 100.00% 100.00% 90.91%
43 Nemotron 3 Super 95.29% 93.51% 97.96% 100.00% 85.00% 100.00% 81.69%
44 GPT-5.4 Mini (Reasoning) 94.44% 81.72% 100.00% 100.00% 90.50% 100.00% 89.82%
45 Qwen 3.6 27B 94.32% 81.10% 100.00% 100.00% 95.50% 95.00% 88.33%
46 Z.AI GLM 4.7 94.31% 78.57% 99.99% 100.00% 93.00% 100.00% 87.67%
47 Z.AI GLM 5 94.11% 75.55% 100.00% 100.00% 95.00% 100.00% 89.60%
48 MoonshotAI: Kimi K3 (Reasoning, Low) 94.04% 81.21% 100.00% 100.00% 89.00% 100.00% 92.07%
49 Qwen 3.5 9B 94.02% 74.59% 100.00% 100.00% 95.50% 100.00% 84.05%
50 Gemini 3.1 Flash Lite (Preview) 94.00% 89.38% 98.60% 100.00% 82.00% 100.00% 85.41%
51 GPT-5 Nano 93.91% 86.54% 97.99% 100.00% 85.00% 100.00% 80.16%
52 MiniMax M3 93.59% 82.35% 92.60% 100.00% 93.00% 100.00% 90.45%
53 Aion 3.0 93.57% 73.83% 97.99% 100.00% 96.00% 100.00% 88.78%
54 Claude Sonnet 5 (Reasoning, Low) 93.53% 75.96% 91.69% 100.00% 100.00% 100.00% 90.16%
55 GPT-5 93.53% 96.13% 100.00% 100.00% 76.50% 95.00% 91.48%
56 Claude Opus 5 (Reasoning) 93.39% 89.97% 99.99% 100.00% 77.00% 100.00% 91.15%
57 GPT-5.4 Nano (Reasoning) 93.34% 84.86% 95.83% 100.00% 91.00% 95.00% 80.02%
58 DeepSeek V4 Pro (Reasoning) 93.24% 75.21% 99.51% 100.00% 91.50% 100.00% 89.28%
59 Thinking Machines Inkling (Reasoning) 93.19% 76.89% 94.91% 96.67% 97.50% 100.00% 90.78%
60 Grok 4.3 (Reasoning) 92.94% 91.18% 100.00% 100.00% 73.50% 100.00% 90.99%
61 Claude Sonnet 5 (Reasoning) 92.87% 77.27% 88.06% 100.00% 99.00% 100.00% 90.40%
62 Inception Mercury 2 92.86% 93.76% 97.02% 100.00% 73.50% 100.00% 81.99%
63 Gemini 3.1 Flash Lite 92.77% 87.68% 94.68% 100.00% 81.50% 100.00% 85.09%
64 Claude Opus 5 (Reasoning, Low) 92.75% 90.25% 100.00% 100.00% 73.50% 100.00% 92.06%
65 Grok 4.20 (Reasoning) 92.61% 75.57% 100.00% 100.00% 87.50% 100.00% 90.87%
66 Gemini 3.1 Flash Lite (Reasoning) 92.32% 89.98% 90.14% 100.00% 81.50% 100.00% 85.91%
67 ByteDance Seed 2.0 Lite 92.23% 73.68% 99.96% 100.00% 87.50% 100.00% 84.27%
68 Gemini 2.5 Pro 92.18% 66.47% 99.43% 100.00% 100.00% 95.00% 88.44%
69 GPT-5.6 Luna (Reasoning) 92.18% 83.38% 100.00% 100.00% 77.50% 100.00% 90.61%
70 GPT-OSS 120B 92.03% 87.79% 96.88% 100.00% 75.50% 100.00% 84.81%
71 ByteDance Seed 2.0 Mini 91.88% 73.92% 99.96% 100.00% 85.50% 100.00% 85.69%
72 GPT-5.4 Nano (Reasoning, Low) 91.42% 73.42% 93.19% 100.00% 90.50% 100.00% 77.46%
73 Aion 2.0 90.91% 65.48% 89.10% 100.00% 100.00% 100.00% 86.66%
74 ByteDance Seed 1.6 90.83% 74.14% 100.00% 100.00% 80.00% 100.00% 89.59%
75 Aion 3.0 Mini 90.76% 65.24% 96.54% 100.00% 92.00% 100.00% 83.69%
76 Claude Opus 4.6 90.72% 83.65% 99.93% 100.00% 70.00% 100.00% 92.31%
77 GPT-4.1 90.57% 81.33% 86.01% 100.00% 85.50% 100.00% 86.82%
78 Claude Opus 5 90.50% 77.05% 96.97% 100.00% 78.50% 100.00% 89.97%
79 MiniMax M2.5 90.42% 86.03% 75.58% 100.00% 90.50% 100.00% 86.71%
80 Claude Opus 4.5 89.84% 80.83% 95.88% 100.00% 72.50% 100.00% 89.60%
81 Gemini 2.5 Flash Lite (Reasoning) 89.63% 55.13% 96.54% 100.00% 96.50% 100.00% 83.10%
82 Z.AI GLM 4.7 Flash 88.98% 68.93% 100.00% 100.00% 81.00% 95.00% 82.21%
83 Claude Opus 4 88.81% 74.37% 80.19% 100.00% 89.50% 100.00% 87.22%
84 Z.AI GLM 4.6 88.58% 47.21% 97.70% 100.00% 98.00% 100.00% 87.64%
85 Claude Sonnet 5 88.57% 59.02% 84.82% 100.00% 99.00% 100.00% 87.34%
86 Claude Sonnet 4.6 88.52% 71.94% 94.66% 100.00% 76.00% 100.00% 90.66%
87 GPT-5.4 Mini (Reasoning, Low) 88.49% 75.01% 99.92% 100.00% 67.50% 100.00% 83.57%
88 DeepSeek V4 Flash (Reasoning) 87.53% 49.57% 93.07% 100.00% 95.00% 100.00% 88.06%
89 Grok 4.5 (Reasoning, High) 86.69% 86.29% 97.97% 96.67% 52.50% 100.00% 94.12%
90 Gemma 4 31B 86.69% 64.43% 99.99% 100.00% 69.00% 100.00% 85.23%
91 Qwen 3.5 Plus (2026-02-15) 86.65% 44.24% 100.00% 100.00% 89.00% 100.00% 86.17%
92 Gemini 3 Flash (Preview) 86.39% 83.97% 99.99% 100.00% 48.00% 100.00% 85.47%
93 Nemotron 3 Nano 86.00% 86.70% 92.81% 100.00% 50.50% 100.00% 74.50%
94 Mistral Small 4 (Reasoning) 85.61% 56.00% 96.06% 100.00% 76.00% 100.00% 79.48%
95 Gemini 3.5 Flash Lite (Reasoning) 85.46% 54.88% 90.94% 100.00% 81.50% 100.00% 84.34%
96 Mistral Large 3 84.91% 52.60% 99.95% 100.00% 72.00% 100.00% 84.29%
97 Gemini 3.6 Flash (Reasoning, Minimal) 84.77% 70.95% 87.91% 100.00% 65.00% 100.00% 86.68%
98 Gemini 3.5 Flash Lite (Reasoning, Minimal) 84.58% 56.05% 87.84% 100.00% 79.00% 100.00% 84.45%
99 ByteDance Seed 1.6 Flash 84.16% 48.55% 82.27% 100.00% 90.00% 100.00% 70.92%
100 Grok 4.20 84.11% 62.89% 99.17% 100.00% 58.50% 100.00% 81.21%
101 Claude Sonnet 4 84.02% 53.92% 84.17% 100.00% 82.00% 100.00% 87.64%
102 Gemini 3.5 Flash (Reasoning, Minimal) 83.90% 73.28% 79.24% 100.00% 67.00% 100.00% 85.88%
103 DeepSeek-V2 Chat 83.82% 41.72% 97.87% 100.00% 79.50% 100.00% 84.09%
104 Claude Sonnet 4.5 83.78% 58.93% 91.98% 100.00% 68.00% 100.00% 87.54%
105 DeepSeek V4 Flash 83.26% 54.98% 99.32% 100.00% 62.00% 100.00% 82.02%
106 Gemma 4 26B 83.17% 66.29% 89.58% 100.00% 60.00% 100.00% 84.89%
107 Qwen3 235B A22B Instruct 2507 83.15% 40.15% 80.58% 100.00% 95.00% 100.00% 78.07%
108 Grok 4.5 (Reasoning, Low) 82.63% 73.36% 95.81% 90.00% 54.00% 100.00% 90.94%
109 Xiaomi MIMO v2.5 Pro 82.62% 52.55% 83.55% 100.00% 77.00% 100.00% 86.05%
110 GPT-4o, Aug. 6th (temp=1) 82.44% 77.45% 74.24% 100.00% 60.50% 100.00% 81.28%
111 GPT-4.1 Mini 82.30% 66.59% 79.41% 100.00% 65.50% 100.00% 81.40%
112 Gemini 2.5 Flash (Reasoning) 82.25% 46.02% 85.21% 100.00% 90.00% 90.00% 84.14%
113 GPT-4o Mini (temp=1) 82.16% 78.18% 79.62% 100.00% 53.00% 100.00% 77.82%
114 GPT-4o, Aug. 6th (temp=0) 82.11% 77.04% 74.00% 100.00% 59.50% 100.00% 82.18%
115 GPT-5.4 81.95% 64.23% 100.00% 100.00% 45.50% 100.00% 84.31%
116 GPT-5.5 81.88% 71.88% 100.00% 100.00% 37.50% 100.00% 89.37%
117 DeepSeek V3 (2024-12-26) 81.87% 58.30% 88.56% 100.00% 62.50% 100.00% 82.62%
118 Laguna S 2.1 81.67% 35.95% 82.39% 100.00% 90.00% 100.00% 79.98%
119 Qwen 3 32B 81.66% 31.96% 95.82% 100.00% 80.50% 100.00% 79.37%
120 DeepSeek V3.2 81.58% 45.81% 92.09% 100.00% 70.00% 100.00% 82.22%
121 GPT-4o Mini (temp=0) 81.43% 82.65% 79.49% 100.00% 45.00% 100.00% 76.86%
122 Xiaomi MIMO v2.5 81.15% 54.18% 86.72% 93.33% 71.50% 100.00% 83.95%
123 Llama 3.1 70B 81.03% 56.62% 80.53% 100.00% 68.00% 100.00% 77.41%
124 DeepSeek V3 (2025-03-24) 80.62% 58.32% 97.96% 93.33% 53.50% 100.00% 79.93%
125 GPT-5.6 Sol 80.44% 69.68% 100.00% 100.00% 32.50% 100.00% 90.76%
126 Gemini 2.5 Flash Lite 80.14% 53.37% 73.32% 100.00% 74.00% 100.00% 79.91%
127 Mistral Medium 3.1 80.13% 64.40% 97.23% 100.00% 39.00% 100.00% 76.08%
128 Writer: Palmyra X5 79.71% 35.61% 79.93% 100.00% 83.00% 100.00% 78.11%
129 GPT-5.4 Mini 79.37% 66.13% 98.23% 100.00% 32.50% 100.00% 80.45%
130 Gemma 3 12B 79.28% 46.84% 80.06% 100.00% 69.50% 100.00% 76.07%
131 Z.AI GLM 4.5 79.19% 38.11% 74.82% 100.00% 83.00% 100.00% 84.95%
132 Ministral 3 14B 79.03% 47.57% 92.10% 100.00% 55.50% 100.00% 70.45%
133 Laguna XS 2.1 78.98% 51.03% 74.37% 100.00% 69.50% 100.00% 75.42%
134 GPT-5.4 Nano 78.57% 47.90% 93.46% 100.00% 51.50% 100.00% 72.16%
135 Mistral Small 4 78.28% 46.07% 85.82% 100.00% 59.50% 100.00% 75.23%
136 DeepSeek V4 Pro 77.57% 45.34% 90.01% 100.00% 52.50% 100.00% 82.05%
137 GPT-5.6 Terra 77.09% 58.47% 100.00% 100.00% 27.00% 100.00% 88.23%
138 Gemma 3 27B 76.82% 45.66% 95.44% 100.00% 43.00% 100.00% 75.70%
139 DeepSeek V3.1 76.65% 47.10% 83.32% 93.33% 59.50% 100.00% 82.35%
140 Z.AI GLM 4.5 Air 76.57% 34.68% 83.68% 100.00% 64.50% 100.00% 80.74%
141 Qwen 2.5 72B 76.43% 51.43% 66.70% 100.00% 64.00% 100.00% 73.17%
142 GPT-5.6 Luna 75.00% 50.02% 99.99% 100.00% 25.00% 100.00% 85.06%
143 Ministral 3 8B 74.43% 38.01% 74.12% 100.00% 60.00% 100.00% 69.98%
144 Mistral Small 3.2 24B 73.17% 42.38% 99.97% 100.00% 23.50% 100.00% 77.36%
145 Claude Haiku 4.5 72.48% 51.60% 70.28% 70.00% 70.50% 100.00% 83.36%
146 Ministral 3 3B 72.38% 37.04% 74.85% 100.00% 50.00% 100.00% 65.02%
147 Cydonia 24B V4.1 69.32% 36.47% 85.28% 93.33% 46.50% 85.00% 72.68%
148 Mistral Large 2 69.19% 21.18% 58.78% 100.00% 66.00% 100.00% 81.50%
149 Hermes 3 405B 69.02% 51.42% 79.99% 86.67% 37.00% 90.00% 80.80%
150 GPT-4.1 Nano 68.45% 64.57% 75.17% 100.00% 52.50% 50.00% 69.90%
151 WizardLM 2 8x22b 67.14% 20.73% 71.48% 90.00% 53.50% 100.00% 71.45%
152 Grok 4.3 66.41% 33.50% 89.39% 86.67% 27.50% 95.00% 78.00%
153 Thinking Machines Inkling 65.97% 27.40% 69.78% 66.67% 66.00% 100.00% 73.96%
154 Gemini 2.5 Flash 61.45% 38.47% 64.79% 100.00% 54.00% 50.00% 80.61%
155 Hermes 3 70B 61.15% 28.43% 58.14% 66.67% 52.50% 100.00% 69.74%
156 Gemma 3 4B 60.30% 22.12% 95.04% 53.33% 31.00% 100.00% 66.33%
157 Arcee AI: Trinity Mini 59.94% 26.25% 43.97% 80.00% 49.50% 100.00% 67.68%
158 Cohere Command R+ (Aug. 2024) 59.51% 35.13% 60.43% 90.00% 42.00% 70.00% 67.04%
159 Mistral NeMO 51.55% 15.70% 47.57% 40.00% 54.50% 100.00% 63.80%
160 Ministral 3B 49.17% 17.87% 62.17% 33.33% 47.50% 85.00% 59.25%
161 Ministral 8B 46.82% 21.93% 60.35% 33.33% 33.50% 85.00% 63.77%