Count scenes

Novel outline

Handle questions about the outline of a novel in various formats

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

	Score
Claude Opus 4.6 (Reasoning)	100%
Qwen3.7 Max	100%
Gemini 3.1 Pro (Preview)	100%
GPT-5.4 (Reasoning)	100%
Z.AI GLM 5.1	100%
Qwen3.6 Max Preview	100%
GPT-5.5 (Reasoning)	100%
Gemini 3.5 Flash (Reasoning)	100%
MoonshotAI: Kimi K2.6	100%
Claude Opus 4.7 (Reasoning)	100%
GPT-5.5 (Reasoning, Low)	100%
Claude Opus 4.8 (Reasoning)	100%
Claude Opus 4.6	100%
Claude Opus 4.8 (Reasoning, Low)	100%
GPT-5	100%
GPT-5 Mini	100%
Qwen 3.5 397B A17B	100%
Grok 4.3 (Reasoning)	100%
Grok 4.20 (Beta, Reasoning)	100%
GPT-5.4 (Reasoning, Low)	100%

	Score	Cost	Time
Inception Mercury	90%	$0.0000	746ms
Stealth: Aurora Alpha	70%	—	801ms
Inception Mercury 2	60%	$0.0004	610ms
Gemini 2.5 Flash Lite (Reasoning)	90%	$0.0003	2.0s
Arcee AI: Trinity Mini	100%	$0.0001	2.9s
Gemini 3.1 Flash Lite	70%	$0.0008	3.1s
Mistral NeMO	90%	$0.0003	3.1s
Grok 4 Fast	70%	$0.0004	2.6s
Gemini 3.1 Flash Lite (Reasoning)	60%	$0.0008	1.4s
Grok 4.1 Fast	100%	$0.0005	4.5s
Mistral Small 4 (Reasoning)	90%	$0.0005	3.3s
GPT-5.4 Nano (Reasoning, Low)	90%	$0.0005	6.3s
Stealth: Hunter Alpha	80%	$0.0000	6.2s
Grok 4.20 (Beta)	80%	$0.0019	1.1s
ByteDance Seed 1.6 Flash	90%	$0.0004	5.4s
DeepSeek V4 Flash (Reasoning)	100%	$0.0002	8.0s
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0016	3.6s
Gemini 2.5 Flash (Reasoning)	100%	$0.0016	3.0s
GPT-5.4 Mini (Reasoning)	90%	$0.0017	3.9s
Grok 4.20	80%	$0.0021	2.8s

	Score	Cost	Speed	Stability
Arcee AI: Trinity Mini	100%	$0.0001	2.9s	100%
Gemini 2.5 Flash (Reasoning)	100%	$0.0016	3.0s	100%
Grok 4.1 Fast	100%	$0.0005	4.5s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0016	3.6s	100%
Gemini 3 Flash (Preview, Reasoning)	100%	$0.0028	4.3s	100%
DeepSeek V4 Flash (Reasoning)	100%	$0.0002	8.0s	100%
GPT-5.1	100%	$0.0022	5.6s	100%
GPT-5.4 (Reasoning, Low)	100%	$0.0032	4.5s	100%
o4 Mini	100%	$0.0028	5.8s	100%
GPT-5.4 (Reasoning)	100%	$0.0034	5.2s	100%
GPT-5 Mini	100%	$0.0012	9.0s	100%
MiniMax M3	100%	$0.0007	10.2s	100%
Grok 4.20 (Beta, Reasoning)	100%	$0.0061	4.0s	100%
Grok 4.20 (Reasoning)	100%	$0.0034	9.0s	100%
Qwen 3 32B	100%	$0.0004	12.7s	100%
o4 Mini High	100%	$0.0036	8.7s	100%
Qwen 3.6 35B	100%	$0.0024	12.9s	100%
GPT-5.5 (Reasoning, Low)	100%	$0.010	4.0s	100%
GPT-5 Nano	100%	$0.0005	16.7s	100%
Qwen 3.5 35B	100%	$0.0041	12.7s	100%

Novel outline

Count scenes

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
38	Claude Opus 4.6 (Reasoning)	$0.016	7.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	Qwen3.7 Max	$0.015	21.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	Gemini 3.1 Pro (Preview)	$0.014	10.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	GPT-5.4 (Reasoning)	$0.0034	5.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Z.AI GLM 5.1	$0.0058	20.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
58	Qwen3.6 Max Preview	$0.011	33.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
23	GPT-5.5 (Reasoning)	$0.011	4.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	Gemini 3.5 Flash (Reasoning)	$0.013	5.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	MoonshotAI: Kimi K2.6	$0.0037	29.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	Claude Opus 4.7 (Reasoning)	$0.021	3.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	GPT-5.5 (Reasoning, Low)	$0.010	4.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
44	Claude Opus 4.8 (Reasoning)	$0.025	5.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	Claude Opus 4.6	$0.013	4.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Claude Opus 4.8 (Reasoning, Low)	$0.025	6.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	GPT-5	$0.0057	12.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	GPT-5 Mini	$0.0012	9.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
67	Qwen 3.5 397B A17B	$0.0085	52.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
34	Grok 4.3 (Reasoning)	$0.0036	19.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Grok 4.20 (Beta, Reasoning)	$0.0061	4.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	GPT-5.4 (Reasoning, Low)	$0.0032	4.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Grok 4.20 (Reasoning)	$0.0034	9.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
30	MoonshotAI: Kimi K2.5	$0.0027	17.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	GPT-5.1	$0.0022	5.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	MiniMax M3	$0.0007	10.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	Qwen 3.5 122B	$0.0054	12.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	Qwen 3.5 27B	$0.0042	40.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Gemini 3 Flash (Preview, Reasoning)	$0.0028	4.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Qwen 3.5 Plus (2026-04-20)	$0.0039	21.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	Gemma 4 31B (Reasoning)	$0.0005	22.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Grok 4.1 Fast	$0.0005	4.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	DeepSeek V4 Pro (Reasoning)	$0.0011	16.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	Gemma 4 26B (Reasoning)	$0.0003	26.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Gemini 3 Pro (Preview)	$0.013	7.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	o4 Mini High	$0.0036	8.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	Gemini 2.5 Pro	$0.0100	7.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
42	Qwen 3.6 27B	$0.0064	23.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	Grok 4	$0.011	11.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	DeepSeek V4 Flash (Reasoning)	$0.0002	8.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	Qwen 3.6 35B	$0.0024	12.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	Qwen 3.5 35B	$0.0041	12.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	Aion 2.0	$0.0021	16.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	o4 Mini	$0.0028	5.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Qwen 3.5 Flash	$0.0009	18.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Gemini 2.5 Flash (Reasoning)	$0.0016	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	GPT-5.4 Mini (Reasoning, Low)	$0.0016	3.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	Nemotron 3 Super	$0.0000	18.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	GPT-5 Nano	$0.0005	16.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	Qwen 3 32B	$0.0004	12.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Arcee AI: Trinity Mini	$0.0001	2.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
63	Claude Sonnet 4.6 (Reasoning)	$0.010	7.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
59	Z.AI GLM 5.2 (Reasoning, High)	$0.0033	9.5s	40%	100	100	100	100	100	100	100	100	100	0	90%
52	GPT-5.4 Mini (Reasoning)	$0.0017	3.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
57	Qwen 3.6 Flash	$0.0025	6.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
81	Z.AI GLM 4.7	$0.0020	40.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
80	Z.AI GLM 4.6	$0.0024	37.5s	40%	100	100	100	100	100	100	100	100	100	0	90%
56	MiniMax M2.5	$0.0009	8.7s	40%	100	100	100	100	100	100	100	100	100	0	90%
55	Xiaomi MIMO v2.5 Pro	$0.0018	7.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
66	Qwen 3.5 9B	$0.0004	25.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
47	Gemini 2.5 Flash Lite (Reasoning)	$0.0003	2.0s	40%	100	100	100	100	100	100	100	100	100	0	90%
60	Z.AI GLM 4.7 Flash	$0.0004	15.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
61	DeepSeek V3 (2025-03-24)	$0.0006	16.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
45	Inception Mercury	$0.0000	746ms	40%	100	100	100	100	100	100	100	100	100	0	90%
50	Mistral Small 4 (Reasoning)	$0.0005	3.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
53	GPT-5.4 Nano (Reasoning, Low)	$0.0005	6.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
51	ByteDance Seed 1.6 Flash	$0.0004	5.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
48	Mistral NeMO	$0.0003	3.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
77	Claude Opus 4.5	$0.013	3.7s	20%	100	100	100	100	100	100	100	100	0	0	80%
72	Claude Sonnet 4	$0.0080	5.1s	20%	100	100	100	100	100	100	100	100	0	0	80%
69	Claude Sonnet 4.5	$0.0079	3.5s	20%	100	100	100	100	100	100	100	100	0	0	80%
65	Stealth: Hunter Alpha	$0.0000	6.2s	20%	100	100	100	100	100	100	100	100	0	0	80%
68	GPT-OSS 120B	$0.0002	11.2s	20%	100	100	100	100	100	100	100	100	0	0	80%
62	Grok 4.20 (Beta)	$0.0019	1.1s	20%	100	100	100	100	100	100	100	100	0	0	80%
74	Mistral Large 2	$0.0052	9.6s	20%	100	100	100	100	100	100	100	100	0	0	80%
64	Grok 4.20	$0.0021	2.8s	20%	100	100	100	100	100	100	100	100	0	0	80%
83	Qwen3 235B A22B Instruct 2507	$0.0005	26.9s	20%	100	100	100	100	100	100	100	100	0	0	80%
71	Llama 3.1 Nemotron 70B	$0.0006	13.9s	20%	100	100	100	100	100	100	100	100	0	0	80%
93	Z.AI GLM 5	$0.0033	18.7s	8%	100	100	100	100	100	100	100	0	0	0	70%
94	ByteDance Seed 1.6	$0.0022	21.0s	8%	100	100	100	100	100	100	100	0	0	0	70%
75	GPT-5.2	$0.0036	3.9s	8%	100	100	100	100	100	100	100	0	0	0	70%
76	MiniMax M2.7	$0.0007	7.9s	8%	100	100	100	100	100	100	100	0	0	0	70%
70	Grok 4 Fast	$0.0004	2.6s	8%	100	100	100	100	100	100	100	0	0	0	70%
73	Gemini 3.1 Flash Lite	$0.0008	3.1s	8%	100	100	100	100	100	100	100	0	0	0	70%
90	Stealth: Aurora Alpha	—	801ms	8%	100	100	100	100	100	100	100	0	0	0	70%
85	DeepSeek V3.2	$0.0005	16.6s	8%	100	100	100	100	100	100	100	0	0	0	70%
82	Z.AI GLM 5 Turbo	$0.0020	5.1s	2%	100	100	100	100	100	100	0	0	0	0	60%
86	GPT-4.1	$0.0035	5.9s	2%	100	100	100	100	100	100	0	0	0	0	60%
79	Gemini 3.1 Flash Lite (Reasoning)	$0.0008	1.4s	2%	100	100	100	100	100	100	0	0	0	0	60%
149	ByteDance Seed 2.0 Mini	$0.0008	40.1s	2%	100	100	100	100	100	100	0	0	0	0	60%
78	Inception Mercury 2	$0.0004	610ms	2%	100	100	100	100	100	100	0	0	0	0	60%
88	Xiaomi MIMO v2.5	$0.0011	4.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
89	Claude Haiku 4.5	$0.0029	2.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
87	GPT-5.4 Nano (Reasoning)	$0.0005	4.2s	0%	100	100	100	100	100	0	0	0	0	0	50%
92	Nemotron 3 Nano	$0.0002	7.6s	0%	100	100	100	100	100	0	0	0	0	0	50%
84	Ministral 3 3B	$0.0002	1.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
96	Stealth: Healer Alpha	$0.0000	8.0s	0%	100	100	100	100	0	0	0	0	0	0	40%
91	Gemini 3.1 Flash Lite (Preview)	$0.0007	1.2s	0%	100	100	100	100	0	0	0	0	0	0	40%
99	Gemma 4 31B	$0.0002	10.3s	0%	100	100	100	100	0	0	0	0	0	0	40%
104	Claude 3.5 Sonnet	$0.0075	5.3s	0%	100	100	100	100	0	0	0	0	0	0	40%
97	DeepSeek V3 (2024-12-26)	$0.0008	8.8s	0%	100	100	100	100	0	0	0	0	0	0	40%
105	Claude Sonnet 4.6	$0.0063	2.2s	0%	100	100	100	0	0	0	0	0	0	0	30%
156	Claude Opus 4	$0.042	12.8s	0%	100	100	100	0	0	0	0	0	0	0	30%
155	ByteDance Seed 2.0 Lite	$0.0034	35.6s	0%	100	100	100	0	0	0	0	0	0	0	30%
118	DeepSeek-V2 Chat	$0.0003	13.8s	0%	100	100	100	0	0	0	0	0	0	0	30%
114	Claude 3.7 Sonnet	$0.0067	5.0s	0%	100	100	100	0	0	0	0	0	0	0	30%
117	Z.AI GLM 4.5 Air	$0.0007	13.0s	0%	100	100	100	0	0	0	0	0	0	0	30%
95	Mistral Small 4	$0.0003	1.9s	0%	100	100	100	0	0	0	0	0	0	0	30%
98	Cydonia 24B V4.1	$0.0003	4.5s	0%	100	100	100	0	0	0	0	0	0	0	30%
101	GPT-5.4 Nano	$0.0005	6.6s	0%	100	100	100	0	0	0	0	0	0	0	30%
153	Claude Opus 4.7	$0.018	3.0s	0%	100	100	0	0	0	0	0	0	0	0	20%
124	Z.AI GLM 4.5	$0.0009	9.3s	0%	100	100	0	0	0	0	0	0	0	0	20%
107	Gemma 4 26B	$0.0002	5.8s	0%	100	100	0	0	0	0	0	0	0	0	20%
150	GPT-4o, May 13th (temp=1)	$0.013	6.3s	0%	100	100	0	0	0	0	0	0	0	0	20%
102	DeepSeek V4 Flash	$0.0001	2.3s	0%	100	100	0	0	0	0	0	0	0	0	20%
106	Arcee AI: Trinity Large (Preview)	$0.0000	5.0s	0%	100	100	0	0	0	0	0	0	0	0	20%
121	WizardLM 2 8x22b	$0.0016	8.2s	0%	100	100	0	0	0	0	0	0	0	0	20%
103	Ministral 3 14B	$0.0004	3.5s	0%	100	100	0	0	0	0	0	0	0	0	20%
100	Claude 3 Haiku	$0.0005	1.1s	0%	100	100	0	0	0	0	0	0	0	0	20%
142	GPT-5.5	$0.0072	1.2s	0%	100	0	0	0	0	0	0	0	0	0	10%
145	Qwen 3.5 Plus (2026-02-15)	$0.0014	9.0s	0%	100	0	0	0	0	0	0	0	0	0	10%
129	GPT-5.4	$0.0034	2.2s	0%	100	0	0	0	0	0	0	0	0	0	10%
122	Mistral Large 3	$0.0011	3.6s	0%	100	0	0	0	0	0	0	0	0	0	10%
137	DeepSeek V3.1	$0.0005	7.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
131	DeepSeek V4 Pro	$0.0013	5.0s	0%	100	0	0	0	0	0	0	0	0	0	10%
109	GPT-4.1 Mini	$0.0002	1.6s	0%	100	0	0	0	0	0	0	0	0	0	10%
135	Mistral Large	$0.0038	2.6s	0%	100	0	0	0	0	0	0	0	0	0	10%
108	GPT-4o Mini (temp=1)	$0.0002	827ms	0%	100	0	0	0	0	0	0	0	0	0	10%
151	Writer: Palmyra X5	$0.0030	14.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
119	Llama 3.1 70B	$0.0012	3.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
115	Mistral Medium 3.1	$0.0009	2.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
116	Gemma 3 12B	$0.0001	3.2s	0%	100	0	0	0	0	0	0	0	0	0	10%
112	Mistral Small Creative	$0.0003	2.4s	0%	100	0	0	0	0	0	0	0	0	0	10%
110	Ministral 3 8B	$0.0002	1.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
123	Hermes 3 70B	$0.0006	4.3s	0%	100	0	0	0	0	0	0	0	0	0	10%
139	Cohere Command R+ (Aug. 2024)	$0.0051	2.9s	0%	100	0	0	0	0	0	0	0	0	0	10%
111	Ministral 8B	$0.0002	2.4s	0%	100	0	0	0	0	0	0	0	0	0	10%
126	Skyfall 36B V2	$0.0006	5.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
113	Llama 3.1 8B	$0.0002	2.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
120	LFM2 24B	$0.0001	4.8s	0%	100	0	0	0	0	0	0	0	0	0	10%
146	Gemini 3.5 Flash (Reasoning, Minimal)	$0.0038	1.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
136	Gemini 3 Flash (Preview)	$0.0010	1.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
154	GPT-4o, May 13th (temp=0)	$0.012	6.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
143	GPT-4o, Aug. 6th (temp=0)	$0.0035	986ms	0%	0	0	0	0	0	0	0	0	0	0	0%
144	GPT-4o, Aug. 6th (temp=1)	$0.0035	1.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
147	Hermes 3 405B	$0.0000	8.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
127	Gemini 2.5 Flash	$0.0002	641ms	0%	0	0	0	0	0	0	0	0	0	0	0%
134	GPT-5.4 Mini	$0.0011	716ms	0%	0	0	0	0	0	0	0	0	0	0	0%
125	Gemini 2.5 Flash Lite	$0.0001	404ms	0%	0	0	0	0	0	0	0	0	0	0	0%
128	GPT-4o Mini (temp=0)	$0.0002	692ms	0%	0	0	0	0	0	0	0	0	0	0	0%
140	Grok 4.3	$0.0016	2.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
138	Mistral Small 3.2 24B	$0.0002	3.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
141	Gemma 3 27B	$0.0002	4.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
148	Qwen 2.5 72B	$0.0007	7.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
132	GPT-4.1 Nano	$0.0000	1.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
130	Gemma 3 4B	$0.0001	1.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
133	Ministral 3B	$0.0001	1.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
152	Rocinante 12B	$0.0005	13.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
58.97%