Match green prose section

Test: Tool usage within Novelcrafter

Avg. Score
97.2%
Scenarios
1

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Gemini 2.5 Flash Lite100.0%$0.00021.5s100%
2Inception Mercury 2100.0%$0.00041.1s100%
3Mistral NeMO100.0%$0.00013.2s100%
4Gemini 3.1 Flash Lite (Preview)100.0%$0.00082.6s100%
5Gemini 2.5 Flash100.0%$0.00102.4s100%
6Mistral Small 3.2 24B100.0%$0.00014.9s100%
7GPT-4.1 Mini100.0%$0.00064.3s100%
8GPT-4o Mini (temp=0)100.0%$0.00035.5s100%
9Gemini 3.1 Flash Lite (Reasoning)100.0%$0.00075.1s100%
10Arcee AI: Trinity Mini100.0%$0.00026.4s100%
11Ministral 3 8B100.0%$0.00026.6s100%
12Gemini 3.1 Flash Lite100.0%$0.00075.6s100%
13Gemini 2.5 Flash Lite (Reasoning)100.0%$0.00076.0s100%
14Gemini 2.5 Flash (Reasoning)100.0%$0.00173.7s100%
15DeepSeek V4 Flash (Reasoning)100.0%$0.00017.5s100%
16Gemini 3 Flash (Preview)100.0%$0.00154.6s100%
17GPT-5.4 Nano100.0%$0.00145.1s100%
18Gemma 3 4B100.0%$0.00018.0s100%
19GPT-5.4 Nano (Reasoning)100.0%$0.00135.5s100%
20GPT-5.4 Mini100.0%$0.00243.2s100%
21GPT-4o Mini (temp=1)100.0%$0.00038.0s100%
22GPT-5.4 Mini (Reasoning, Low)100.0%$0.00253.2s100%
23Mistral Small 4 (Reasoning)100.0%$0.00067.7s100%
24GPT-5.4 Mini (Reasoning)100.0%$0.00293.8s100%
25Nemotron 3 Super100.0%$0.000010.3s100%
26Qwen 2.5 72B100.0%$0.000310.8s100%
27Xiaomi MIMO v2.5100.0%$0.00148.4s100%
28Claude Haiku 4.5100.0%$0.00315.9s100%
29DeepSeek V3 (2024-12-26)100.0%$0.000412.7s100%
30Qwen3 235B A22B Instruct 2507100.0%$0.000313.2s100%
31GPT-OSS 120B100.0%$0.000313.4s100%
32GPT-4.1100.0%$0.00396.3s100%
33Gemini 3 Flash (Preview, Reasoning)100.0%$0.00337.8s100%
34GPT-4o, Aug. 6th (temp=0)100.0%$0.00465.3s100%
35GPT-4o, Aug. 6th (temp=1)100.0%$0.00484.8s100%
36Gemini 3.5 Flash (Reasoning, Minimal)100.0%$0.00523.9s100%
37WizardLM 2 8x22b100.0%$0.000813.8s100%
38Gemma 3 12B100.0%$0.000215.4s100%
39DeepSeek-V2 Chat100.0%$0.000115.5s100%
40GPT-5.4 Nano (Reasoning, Low)100.0%$0.001412.8s100%
41Hermes 3 70B100.0%$0.000315.3s100%
42GPT-5 Mini100.0%$0.002312.2s100%
43Mistral Medium 3.1100.0%$0.001414.3s100%
44Z.AI GLM 4.5100.0%$0.001514.7s100%
45Qwen 3 32B100.0%$0.000517.2s100%
46Mistral Large 2100.0%$0.002911.7s100%
47MiniMax M2.7100.0%$0.001215.6s100%
48Mistral Large 3100.0%$0.001216.3s100%
49Z.AI GLM 4.5 Air100.0%$0.000817.5s100%
50Writer: Palmyra X5100.0%$0.003713.0s100%
51Qwen 3.6 Flash100.0%$0.003514.0s100%
52Xiaomi MIMO v2.5 Pro100.0%$0.002516.3s100%
53Grok 4.5 (Reasoning, High)100.0%$0.005012.7s100%
54DeepSeek V3.1100.0%$0.000522.7s100%
55Qwen 3.5 Plus (2026-02-15)100.0%$0.001421.3s100%
56DeepSeek V4 Pro100.0%$0.001222.0s100%
57MiniMax M3100.0%$0.000723.3s100%
58o4 Mini100.0%$0.005313.5s100%
59Gemma 3 27B100.0%$0.000225.3s100%
60MiniMax M2.5100.0%$0.001223.7s100%
61Qwen 3.5 122B100.0%$0.005514.2s100%
62Hermes 3 405B100.0%$0.000026.6s100%
63Gemma 4 26B (Reasoning)100.0%$0.000426.0s100%
64DeepSeek V4 Pro (Reasoning)100.0%$0.001723.7s100%
65o4 Mini High100.0%$0.005914.9s100%
66Aion 2.0100.0%$0.001823.9s100%
67Qwen 3.5 27B100.0%$0.004019.2s100%
68Gemma 4 31B100.0%$0.000227.9s100%
69Z.AI GLM 5.2 (Reasoning, High)100.0%$0.003920.6s100%
70DeepSeek V3.2100.0%$0.000328.8s100%
71Z.AI GLM 5100.0%$0.002325.8s100%
72Claude Sonnet 4100.0%$0.009411.4s100%
73Claude Sonnet 4.6100.0%$0.009611.3s100%
74Qwen 3.5 9B100.0%$0.000433.1s100%
75Z.AI GLM 5.1100.0%$0.003726.7s100%
76Claude Sonnet 4.5100.0%$0.01012.4s100%
77Gemini 3.5 Flash (Reasoning)100.0%$0.0137.6s100%
78Claude Sonnet 4.6 (Reasoning)100.0%$0.01113.1s100%
79Gemini 2.5 Pro100.0%$0.01211.2s100%
80Claude Sonnet 5 (Reasoning)100.0%$0.01114.5s100%
81Claude Sonnet 5 (Reasoning, Low)100.0%$0.01114.9s100%
82Aion 3.0100.0%$0.007422.5s100%
83MoonshotAI: Kimi K2.5100.0%$0.003931.8s100%
84Claude Sonnet 5100.0%$0.01215.8s100%
85Grok 4.5 (Reasoning, Low)100.0%$0.004531.8s100%
86Gemma 4 31B (Reasoning)100.0%$0.000443.6s100%
87GPT-5 Nano100.0%$0.001642.4s100%
88Claude Opus 4.5100.0%$0.01612.8s100%
89Z.AI GLM 4.7100.0%$0.002841.8s100%
90Grok 4.20 (Reasoning)100.0%$0.007332.7s100%
91ByteDance Seed 1.6100.0%$0.003343.2s100%
92Gemini 3.1 Pro (Preview)100.0%$0.01818.9s100%
93GPT-5.4 (Reasoning, Low)100.0%$0.01623.6s100%
94ByteDance Seed 2.0 Lite100.0%$0.004450.6s100%
95GPT-5.4100.0%$0.01726.6s100%
96Qwen3.7 Max100.0%$0.01632.8s100%
97Qwen 3.5 397B A17B100.0%$0.006654.0s100%
98Claude Opus 4.8 (Reasoning, Low)100.0%$0.02515.2s100%
99Claude Opus 4.8 (Reasoning)100.0%$0.02415.8s100%
100Ministral 3 3B90.0%$0.00013.6s40%
101ByteDance Seed 2.0 Mini100.0%$0.00111.1m100%
102GPT-4.1 Nano90.0%$0.00014.0s40%
103Qwen 3.6 27B100.0%$0.008951.9s100%
104GPT-5.4 (Reasoning)100.0%$0.01831.7s100%
105Mistral Small 490.0%$0.00046.2s40%
106Grok 4.3 (Reasoning)100.0%$0.009453.3s100%
107Grok 4.390.0%$0.00115.7s40%
108Z.AI GLM 4.6100.0%$0.00381.1m100%
109GPT-5.5100.0%$0.02519.6s100%
110Llama 3.1 70B90.0%$0.00058.3s40%
111GPT-5.5 (Reasoning, Low)100.0%$0.02619.5s100%
112Ministral 3 14B90.0%$0.00039.7s40%
113Grok 4.2090.0%$0.00157.8s40%
114GPT-5.5 (Reasoning)100.0%$0.02720.7s100%
115Claude Opus 4.6100.0%$0.02623.1s100%
116MoonshotAI: Kimi K2.6100.0%$0.009359.5s100%
117Gemma 4 26B90.0%$0.000212.9s40%
118DeepSeek V3 (2025-03-24)90.0%$0.000513.1s40%
119Z.AI GLM 5 Turbo90.0%$0.00239.4s40%
120Cydonia 24B V4.190.0%$0.000415.4s40%
121Claude Opus 4.7100.0%$0.03215.4s100%
122GPT-5.1100.0%$0.02043.1s100%
123Cohere Command R+ (Aug. 2024)90.0%$0.005110.5s40%
124Qwen 3.5 35B90.0%$0.004014.6s40%
125DeepSeek V4 Flash90.0%$0.000223.3s40%
126Z.AI GLM 4.7 Flash90.0%$0.000523.1s40%
127Claude Opus 4.6 (Reasoning)100.0%$0.02927.5s100%
128GPT-5100.0%$0.02245.8s100%
129Claude Opus 4.7 (Reasoning)100.0%$0.03616.6s100%
130Ministral 3B80.0%$0.00002.1s20%
131Ministral 8B80.0%$0.00016.9s20%
132Nemotron 3 Nano80.0%$0.00017.3s20%
133GPT-5.2100.0%$0.02850.8s100%
134Aion 3.0 Mini80.0%$0.001117.5s20%
135Claude Opus 4100.0%$0.04320.4s100%
136Qwen 3.5 Plus (2026-04-20)90.0%$0.005340.2s40%
137Qwen 3.5 Flash80.0%$0.001025.2s20%
138Qwen 3.6 35B70.0%$0.003018.5s8%
139Qwen3.6 Max Preview100.0%$0.0231.6m100%
140ByteDance Seed 1.6 Flash0.0%$0.000613.5s0%
97.21%

Individual Scenarios

Model # 1 # 2 # 3 # 4 # 5 # 6 # 7 # 8 # 9 # 10 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100100100100100100.0%
Qwen3.7 Max100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5.1100100100100100100100100100100100.0%
Qwen3.6 Max Preview100100100100100100100100100100100.0%
GPT-5.5 (Reasoning)100100100100100100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 5.2 (Reasoning, High)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning)100100100100100100100100100100100.0%
MoonshotAI: Kimi K2.6100100100100100100100100100100100.0%
Claude Opus 4.7 (Reasoning)100100100100100100100100100100100.0%
GPT-5.5 (Reasoning, Low)100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.6100100100100100100100100100100100.0%
Claude Opus 4.8 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5100100100100100100100100100100100.0%
GPT-5 Mini100100100100100100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100100100100100100.0%
Grok 4.3 (Reasoning)100100100100100100100100100100100.0%
Grok 4.5 (Reasoning, Low)100100100100100100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100100100100100100.0%
Grok 4.20 (Reasoning)100100100100100100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100100100100100100.0%
GPT-5.1100100100100100100100100100100100.0%
Claude Sonnet 4.6100100100100100100100100100100100.0%
MiniMax M3100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning)100100100100100100100100100100100.0%
Qwen 3.5 122B100100100100100100100100100100100.0%
Claude Sonnet 5 (Reasoning, Low)100100100100100100100100100100100.0%
Qwen 3.5 27B100100100100100100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.7100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100100100100100100.0%
Gemma 4 31B (Reasoning)100100100100100100100100100100100.0%
Claude Opus 4.5100100100100100100100100100100100.0%
Z.AI GLM 5100100100100100100100100100100100.0%
ByteDance Seed 1.6100100100100100100100100100100100.0%
GPT-5.2100100100100100100100100100100100.0%
GPT-5.5100100100100100100100100100100100.0%
Qwen 3.6 Flash100100100100100100100100100100100.0%
DeepSeek V4 Pro (Reasoning)100100100100100100100100100100100.0%
Gemma 4 26B (Reasoning)100100100100100100100100100100100.0%
Aion 3.0100100100100100100100100100100100.0%
o4 Mini High100100100100100100100100100100100.0%
Gemini 2.5 Pro100100100100100100100100100100100.0%
Qwen 3.6 27B100100100100100100100100100100100.0%
DeepSeek V4 Flash (Reasoning)100100100100100100100100100100100.0%
Z.AI GLM 4.7100100100100100100100100100100100.0%
Z.AI GLM 4.6100100100100100100100100100100100.0%
Claude Sonnet 4100100100100100100100100100100100.0%
Claude Sonnet 4.5100100100100100100100100100100100.0%
Claude Sonnet 5100100100100100100100100100100100.0%
Claude Opus 4100100100100100100100100100100100.0%
GPT-4.1100100100100100100100100100100100.0%
MiniMax M2.5100100100100100100100100100100100.0%
Aion 2.0100100100100100100100100100100100.0%
o4 Mini100100100100100100100100100100100.0%
MiniMax M2.7100100100100100100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100100100100100100.0%
Xiaomi MIMO v2.5 Pro100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Reasoning)100100100100100100100100100100100.0%
Gemini 3.5 Flash (Reasoning, Minimal)100100100100100100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100100100100100100.0%
Gemma 4 31B100100100100100100100100100100100.0%
Gemini 3.1 Flash Lite100100100100100100100100100100100.0%
Z.AI GLM 4.5100100100100100100100100100100100.0%
GPT-OSS 120B100100100100100100100100100100100.0%
GPT-5.4100100100100100100100100100100100.0%
Mistral Large 3100100100100100100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100100100100100100.0%
DeepSeek-V2 Chat100100100100100100100100100100100.0%
Qwen 3.5 9B100100100100100100100100100100100.0%
Xiaomi MIMO v2.5100100100100100100100100100100100.0%
GPT-5.4 Mini (Reasoning, Low)100100100100100100100100100100100.0%
Claude Haiku 4.5100100100100100100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100100100100100100.0%
DeepSeek V3.1100100100100100100100100100100100.0%
DeepSeek V3.2100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100100100100100100.0%
DeepSeek V4 Pro100100100100100100100100100100100.0%
Inception Mercury 2100100100100100100100100100100100.0%
Nemotron 3 Super100100100100100100100100100100100.0%
Mistral Large 2100100100100100100100100100100100.0%
GPT-4.1 Mini100100100100100100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100100100100100100.0%
Hermes 3 405B100100100100100100100100100100100.0%
Z.AI GLM 4.5 Air100100100100100100100100100100100.0%
Gemini 2.5 Flash100100100100100100100100100100100.0%
GPT-5.4 Mini100100100100100100100100100100100.0%
GPT-5 Nano100100100100100100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100100100100100100.0%
Qwen 3 32B100100100100100100100100100100100.0%
Writer: Palmyra X5100100100100100100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100100100100100100.0%
Mistral Small 3.2 24B100100100100100100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100100100100100100.0%
Mistral Medium 3.1100100100100100100100100100100100.0%
Gemma 3 12B100100100100100100100100100100100.0%
Gemma 3 27B100100100100100100100100100100100.0%
Qwen 2.5 72B100100100100100100100100100100100.0%
GPT-5.4 Nano100100100100100100100100100100100.0%
WizardLM 2 8x22b100100100100100100100100100100100.0%
Ministral 3 8B100100100100100100100100100100100.0%
Hermes 3 70B100100100100100100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100100100100100100.0%
Gemma 3 4B100100100100100100100100100100100.0%
Mistral NeMO100100100100100100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100100100100090.0%
Qwen 3.5 Plus (2026-04-20)100100100100100100100100100090.0%
Qwen 3.5 35B100100100100100100100100100090.0%
Gemma 4 26B100100100100100100100100100090.0%
Z.AI GLM 4.7 Flash100100100100100100100100100090.0%
DeepSeek V4 Flash100100100100100100100100100090.0%
Grok 4.20100100100100100100100100100090.0%
DeepSeek V3 (2025-03-24)100100100100100100100100100090.0%
Grok 4.3100100100100100100100100100090.0%
Llama 3.1 70B100100100100100100100100100090.0%
Mistral Small 4100100100100100100100100100090.0%
Cydonia 24B V4.1100100100100100100100100100090.0%
Ministral 3 14B100100100100100100100100100090.0%
GPT-4.1 Nano100100100100100100100100100090.0%
Cohere Command R+ (Aug. 2024)100100100100100100100100100090.0%
Ministral 3 3B100100100100100100100100100090.0%
Qwen 3.5 Flash1001001001001001001001000080.0%
Aion 3.0 Mini1001001001001001001001000080.0%
Nemotron 3 Nano1001001001001001001001000080.0%
Ministral 8B1001001001001001001001000080.0%
Ministral 3B1001001001001001001001000080.0%
Qwen 3.6 35B10010010010010010010000070.0%
ByteDance Seed 1.6 Flash00000000000.0%