Create alternate prose sections

Tool usage within Novelcrafter

Output messages that are related to tool usage within Novelcrafter

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

	Score
Claude Opus 4.6 (Reasoning)	100%
Gemini 3.1 Pro (Preview)	100%
Claude Sonnet 4.6 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
GPT-5 Mini	100%
Claude Opus 4.6	100%
GPT-5	100%
Qwen 3.5 397B A17B	100%
Qwen 3.5 122B	100%
Grok 4.20 (Beta, Reasoning)	100%
GPT-5.4 (Reasoning, Low)	100%
Z.AI GLM 5	100%
Claude Sonnet 4.6	100%
MoonshotAI: Kimi K2.5	100%
Qwen 3.5 27B	100%
GPT-5.4 Mini (Reasoning)	100%
Gemini 3 Flash (Preview, Reasoning)	100%
o4 Mini High	100%
GPT-5.2	100%
Claude Opus 4.5	100%

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	3.3s
Gemini 2.5 Flash Lite	100%	$0.0002	1.5s
Ministral 3B	80%	$0.0000	2.1s
Inception Mercury	97%	$0.0003	1.3s
Inception Mercury 2	97%	$0.0004	1.1s
Mistral NeMO	97%	$0.0001	3.2s
Ministral 8B	80%	$0.0001	6.9s
Ministral 3 3B	90%	$0.0001	3.6s
Mistral Small 3.2 24B	100%	$0.0001	4.9s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0008	2.6s
Llama 3.1 8B	60%	$0.0001	4.1s
GPT-4.1 Nano	90%	$0.0001	4.0s
Gemini 2.5 Flash	100%	$0.0010	2.4s
GPT-4.1 Mini	97%	$0.0006	4.3s
Claude 3 Haiku	100%	$0.0007	4.2s
GPT-4o Mini (temp=0)	100%	$0.0003	5.5s
Arcee AI: Trinity Mini	97%	$0.0002	6.4s
GPT-4o Mini (temp=1)	100%	$0.0003	8.0s
Ministral 3 8B	100%	$0.0002	6.6s
Stealth: Healer Alpha	100%	$0.0000	6.7s

	Score	Cost	Speed	Stability
Gemini 2.5 Flash Lite	100%	$0.0002	1.5s	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0008	2.6s	100%
Gemini 2.5 Flash	100%	$0.0010	2.4s	100%
Stealth: Aurora Alpha	100%	—	3.3s	100%
Mistral Small 3.2 24B	100%	$0.0001	4.9s	100%
Claude 3 Haiku	100%	$0.0007	4.2s	100%
GPT-4o Mini (temp=0)	100%	$0.0003	5.5s	100%
Gemini 2.5 Flash (Reasoning)	100%	$0.0017	3.7s	100%
Grok 4.20 (Beta)	100%	$0.0026	2.5s	100%
Stealth: Healer Alpha	100%	$0.0000	6.7s	100%
GPT-5.4 Mini	100%	$0.0024	3.2s	100%
Ministral 3 8B	100%	$0.0002	6.6s	100%
Gemini 2.5 Flash Lite (Reasoning)	100%	$0.0007	6.0s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0025	3.2s	100%
GPT-5.4 Nano	100%	$0.0014	5.1s	100%
Grok 4 Fast	100%	$0.0004	6.6s	100%
GPT-5.4 Nano (Reasoning)	100%	$0.0013	5.5s	100%
Gemma 3 4B	100%	$0.0001	8.0s	100%
GPT-5.4 Mini (Reasoning)	100%	$0.0029	3.8s	100%
GPT-4o Mini (temp=1)	100%	$0.0003	8.0s	100%

Median	Evaluator	Top 3	Flop 3
100.0%	Match blue prose section	100Gemini 2.5 Pro 100GPT-4o, May 13th (temp=0) 100o4 Mini High	0LFM2 24B 0ByteDance Seed 1.6 Flash 10Rocinante 12B
100.0%	Match green prose section	100Gemini 3 Pro (Preview) 100DeepSeek V3.1 100DeepSeek-V2 Chat	0LFM2 24B 0ByteDance Seed 1.6 Flash 20Rocinante 12B
100.0%	Match red prose section	100Gemini 3 Flash (Preview, Reasoning) 100MoonshotAI: Kimi K2.5 100GPT-4o Mini (temp=0)	0LFM2 24B 0ByteDance Seed 1.6 Flash 30Rocinante 12B

Tool usage within Novelcrafter

Create alternate prose sections

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
105	Claude Opus 4.6 (Reasoning)	$0.029	27.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
85	Gemini 3.1 Pro (Preview)	$0.018	18.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
69	Claude Sonnet 4.6 (Reasoning)	$0.011	13.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
94	GPT-5.4 (Reasoning)	$0.018	31.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	GPT-5 Mini	$0.0023	12.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
96	Claude Opus 4.6	$0.026	23.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
110	GPT-5	$0.022	45.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
98	Qwen 3.5 397B A17B	$0.0066	54.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	Qwen 3.5 122B	$0.0055	14.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
75	Grok 4.20 (Beta, Reasoning)	$0.014	11.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
87	GPT-5.4 (Reasoning, Low)	$0.016	23.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
67	Z.AI GLM 5	$0.0023	25.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	Claude Sonnet 4.6	$0.0096	11.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
78	MoonshotAI: Kimi K2.5	$0.0039	31.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
58	Qwen 3.5 27B	$0.0040	19.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	GPT-5.4 Mini (Reasoning)	$0.0029	3.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
30	Gemini 3 Flash (Preview, Reasoning)	$0.0033	7.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
57	o4 Mini High	$0.0059	14.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
114	GPT-5.2	$0.028	50.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
76	Claude Opus 4.5	$0.016	12.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	Grok 4.1 Fast	$0.0005	8.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
63	Aion 2.0	$0.0018	23.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
106	Z.AI GLM 4.6	$0.0038	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
44	MiniMax M2.7	$0.0012	15.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
82	Gemini 3 Pro (Preview)	$0.017	14.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
60	Claude Sonnet 4	$0.0094	11.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
86	Z.AI GLM 4.7	$0.0028	41.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	GPT-4.1	$0.0039	6.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
68	Gemini 2.5 Pro	$0.012	11.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
50	o4 Mini	$0.0053	13.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
83	Grok 4	$0.012	22.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
64	Claude Sonnet 4.5	$0.010	12.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
111	Claude Opus 4	$0.043	20.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
42	Stealth: Hunter Alpha	$0.0000	17.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
103	ByteDance Seed 2.0 Mini	$0.0011	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
8	Gemini 2.5 Flash (Reasoning)	$0.0017	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Z.AI GLM 4.5	$0.0015	14.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	Grok 4 Fast	$0.0004	6.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
55	Qwen 3.5 Plus (2026-02-15)	$0.0014	21.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Stealth: Healer Alpha	$0.0000	6.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Gemini 3.1 Flash Lite (Preview)	$0.0008	2.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	GPT-5.4 Mini (Reasoning, Low)	$0.0025	3.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Gemini 2.5 Flash Lite (Reasoning)	$0.0007	6.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
45	Mistral Large 3	$0.0012	16.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	GPT-4o, May 13th (temp=0)	$0.0084	8.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	Claude Haiku 4.5	$0.0031	5.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	DeepSeek-V2 Chat	$0.0001	15.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
91	ByteDance Seed 2.0 Lite	$0.0044	50.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
71	Claude 3.5 Sonnet	$0.0094	16.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Grok 4.20 (Beta)	$0.0026	2.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
51	GPT-4o, May 13th (temp=1)	$0.0085	8.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Stealth: Aurora Alpha	—	3.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
23	Claude 3.5 Haiku	$0.0018	6.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	DeepSeek V3 (2024-12-26)	$0.0004	12.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
65	Claude 3.7 Sonnet	$0.011	12.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
62	Hermes 3 405B	$0.0000	26.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	GPT-4o, Aug. 6th (temp=1)	$0.0048	4.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
84	GPT-5 Nano	$0.0016	42.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	GPT-4o, Aug. 6th (temp=0)	$0.0046	5.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	GPT-5.4 Mini	$0.0024	3.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	Mistral Large 2	$0.0029	11.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	Mistral Small 4 (Reasoning)	$0.0006	7.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
56	DeepSeek V3.1	$0.0005	22.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
66	DeepSeek V3.2	$0.0003	28.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	GPT-5.4 Nano (Reasoning)	$0.0013	5.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Gemini 2.5 Flash Lite	$0.0002	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Gemini 2.5 Flash	$0.0010	2.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Mistral Large	$0.0026	7.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Qwen3 235B A22B Instruct 2507	$0.0003	13.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Writer: Palmyra X5	$0.0037	13.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	GPT-5.4 Nano (Reasoning, Low)	$0.0014	12.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-4o Mini (temp=1)	$0.0003	8.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Mistral Small 3.2 24B	$0.0001	4.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
34	Gemma 3 12B	$0.0002	15.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	GPT-4o Mini (temp=0)	$0.0003	5.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
59	Gemma 3 27B	$0.0002	25.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	Qwen 2.5 72B	$0.0003	10.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
38	Llama 3.1 Nemotron 70B	$0.0003	15.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	GPT-5.4 Nano	$0.0014	5.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Hermes 3 70B	$0.0003	15.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	Ministral 3 8B	$0.0002	6.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Claude 3 Haiku	$0.0007	4.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	Gemma 3 4B	$0.0001	8.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
112	GPT-5.1	$0.020	43.1s	80%	100	100	100	100	100	100	100	100	100	67	97%
97	ByteDance Seed 1.6	$0.0033	43.2s	80%	100	100	100	100	100	100	100	100	100	67	97%
81	MiniMax M2.5	$0.0012	23.7s	80%	100	100	100	100	100	100	100	100	100	67	97%
88	Qwen 3.5 9B	$0.0004	33.1s	80%	100	100	100	100	100	100	100	100	100	67	97%
53	Gemini 3 Flash (Preview)	$0.0015	4.6s	80%	100	100	100	100	100	100	100	100	100	67	97%
101	GPT-5.4	$0.017	26.6s	80%	100	100	100	100	100	100	100	100	100	67	97%
41	Inception Mercury 2	$0.0004	1.1s	80%	100	100	100	100	100	100	100	100	100	67	97%
48	GPT-4.1 Mini	$0.0006	4.3s	80%	100	100	100	100	100	100	100	100	100	67	97%
74	Qwen 3 32B	$0.0005	17.2s	80%	100	100	100	100	100	100	100	100	100	67	97%
43	Inception Mercury	$0.0003	1.3s	80%	100	100	100	100	100	100	100	100	100	67	97%
72	Mistral Medium 3.1	$0.0014	14.3s	80%	100	100	100	100	100	100	100	100	100	67	97%
70	WizardLM 2 8x22b	$0.0008	13.8s	80%	100	100	100	100	100	100	100	100	100	67	97%
52	Arcee AI: Trinity Mini	$0.0002	6.4s	80%	100	100	100	100	100	100	100	100	100	67	97%
47	Mistral NeMO	$0.0001	3.2s	80%	100	100	100	100	100	100	100	100	100	67	97%
79	Mistral Small 4	$0.0004	6.2s	60%	100	100	100	100	100	100	100	100	100	33	93%
73	Arcee AI: Trinity Large (Preview)	$0.0000	10.9s	73%	100	100	100	100	100	100	100	100	67	67	93%
93	Z.AI GLM 5 Turbo	$0.0023	9.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
100	Qwen 3.5 35B	$0.0040	14.6s	40%	100	100	100	100	100	100	100	100	100	0	90%
104	Z.AI GLM 4.7 Flash	$0.0005	23.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
77	Nemotron 3 Super	$0.0000	10.3s	69%	100	100	100	100	100	100	100	67	67	67	90%
95	DeepSeek V3 (2025-03-24)	$0.0005	13.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
90	Ministral 3 14B	$0.0003	9.7s	40%	100	100	100	100	100	100	100	100	100	0	90%
80	GPT-4.1 Nano	$0.0001	4.0s	57%	100	100	100	100	100	100	100	100	67	33	90%
99	Cohere Command R+ (Aug. 2024)	$0.0051	10.5s	40%	100	100	100	100	100	100	100	100	100	0	90%
89	Ministral 3 3B	$0.0001	3.6s	40%	100	100	100	100	100	100	100	100	100	0	90%
92	Llama 3.1 70B	$0.0005	8.3s	39%	100	100	100	100	100	100	100	100	67	0	87%
113	Qwen 3.5 Flash	$0.0010	25.2s	20%	100	100	100	100	100	100	100	100	0	0	80%
108	Mistral Small Creative	$0.0004	6.5s	20%	100	100	100	100	100	100	100	100	0	0	80%
107	Ministral 8B	$0.0001	6.9s	20%	100	100	100	100	100	100	100	100	0	0	80%
102	Ministral 3B	$0.0000	2.1s	20%	100	100	100	100	100	100	100	100	0	0	80%
109	Nemotron 3 Nano	$0.0001	7.3s	22%	100	100	100	100	100	100	67	67	0	0	73%
115	Llama 3.1 8B	$0.0001	4.1s	2%	100	100	100	100	100	100	0	0	0	0	60%
116	Rocinante 12B	$0.0002	12.4s	0%	100	67	33	0	0	0	0	0	0	0	20%
118	ByteDance Seed 1.6 Flash	$0.0006	13.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
117	LFM2 24B	$0.0001	8.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
95.00%