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%
Qwen3.6 Max Preview	100%
Gemini 3.1 Pro (Preview)	100%
Z.AI GLM 5.1	100%
Grok 4.3 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
Claude Opus 4.7 (Reasoning)	100%
GPT-5.5 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.5 (Reasoning, Low)	100%
GPT-5.1	100%
Claude Opus 4.6	100%
MoonshotAI: Kimi K2.6	100%
GPT-5	100%
Qwen 3.5 397B A17B	100%
Gemma 4 31B (Reasoning)	100%
Qwen 3.5 122B	100%
Qwen 3.5 Plus (2026-04-20)	100%
Gemma 4 26B (Reasoning)	100%
Grok 4.20 (Beta, Reasoning)	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%
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%
Nemotron 3 Super	100%	$0.0000	18.1s	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
36	Claude Opus 4.6 (Reasoning)	$0.016	7.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
53	Qwen3.6 Max Preview	$0.011	33.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	Gemini 3.1 Pro (Preview)	$0.014	10.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
38	Z.AI GLM 5.1	$0.0058	20.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Grok 4.3 (Reasoning)	$0.0036	19.1s	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%
39	Claude Opus 4.7 (Reasoning)	$0.021	3.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	GPT-5.5 (Reasoning)	$0.011	4.8s	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%
17	GPT-5.5 (Reasoning, Low)	$0.010	4.0s	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%
28	Claude Opus 4.6	$0.013	4.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	MoonshotAI: Kimi K2.6	$0.0037	29.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	GPT-5	$0.0057	12.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	Qwen 3.5 397B A17B	$0.0085	52.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	Gemma 4 31B (Reasoning)	$0.0005	22.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	Qwen 3.5 122B	$0.0054	12.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
34	Qwen 3.5 Plus (2026-04-20)	$0.0039	21.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	Gemma 4 26B (Reasoning)	$0.0003	26.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	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%
13	Grok 4.20 (Reasoning)	$0.0034	9.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	MoonshotAI: Kimi K2.5	$0.0027	17.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	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%
15	o4 Mini High	$0.0036	8.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	DeepSeek V4 Pro (Reasoning)	$0.0011	16.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Qwen 3.6 27B	$0.0064	23.8s	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%
23	Aion 2.0	$0.0021	16.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	Qwen 3.6 35B	$0.0024	12.9s	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%
30	Gemini 3 Pro (Preview)	$0.013	7.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	Gemini 2.5 Pro	$0.0100	7.1s	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%
33	Grok 4	$0.011	11.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	Qwen 3.5 35B	$0.0041	12.7s	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%
24	Qwen 3.5 Flash	$0.0009	18.0s	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%
20	Nemotron 3 Super	$0.0000	18.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	GPT-5 Nano	$0.0005	16.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	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%
57	Claude Sonnet 4.6 (Reasoning)	$0.010	7.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
52	Qwen 3.6 Flash	$0.0025	6.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
47	GPT-5.4 Mini (Reasoning)	$0.0017	3.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
74	Z.AI GLM 4.6	$0.0024	37.5s	40%	100	100	100	100	100	100	100	100	100	0	90%
51	MiniMax M2.5	$0.0009	8.7s	40%	100	100	100	100	100	100	100	100	100	0	90%
75	Z.AI GLM 4.7	$0.0020	40.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
50	Xiaomi MIMO v2.5 Pro	$0.0018	7.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
60	Qwen 3.5 9B	$0.0004	25.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
43	Gemini 2.5 Flash Lite (Reasoning)	$0.0003	2.0s	40%	100	100	100	100	100	100	100	100	100	0	90%
54	Z.AI GLM 4.7 Flash	$0.0004	15.9s	40%	100	100	100	100	100	100	100	100	100	0	90%
45	Mistral Small 4 (Reasoning)	$0.0005	3.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
55	DeepSeek V3 (2025-03-24)	$0.0006	16.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
42	Inception Mercury	$0.0000	746ms	40%	100	100	100	100	100	100	100	100	100	0	90%
48	GPT-5.4 Nano (Reasoning, Low)	$0.0005	6.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
46	ByteDance Seed 1.6 Flash	$0.0004	5.4s	40%	100	100	100	100	100	100	100	100	100	0	90%
44	Mistral NeMO	$0.0003	3.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
71	Claude Opus 4.5	$0.013	3.7s	20%	100	100	100	100	100	100	100	100	0	0	80%
66	Claude Sonnet 4	$0.0080	5.1s	20%	100	100	100	100	100	100	100	100	0	0	80%
63	Claude Sonnet 4.5	$0.0079	3.5s	20%	100	100	100	100	100	100	100	100	0	0	80%
59	Stealth: Hunter Alpha	$0.0000	6.2s	20%	100	100	100	100	100	100	100	100	0	0	80%
62	GPT-OSS 120B	$0.0002	11.2s	20%	100	100	100	100	100	100	100	100	0	0	80%
56	Grok 4.20 (Beta)	$0.0019	1.1s	20%	100	100	100	100	100	100	100	100	0	0	80%
68	Mistral Large 2	$0.0052	9.6s	20%	100	100	100	100	100	100	100	100	0	0	80%
58	Grok 4.20	$0.0021	2.8s	20%	100	100	100	100	100	100	100	100	0	0	80%
77	Qwen3 235B A22B Instruct 2507	$0.0005	26.9s	20%	100	100	100	100	100	100	100	100	0	0	80%
65	Llama 3.1 Nemotron 70B	$0.0006	13.9s	20%	100	100	100	100	100	100	100	100	0	0	80%
87	Z.AI GLM 5	$0.0033	18.7s	8%	100	100	100	100	100	100	100	0	0	0	70%
88	ByteDance Seed 1.6	$0.0022	21.0s	8%	100	100	100	100	100	100	100	0	0	0	70%
69	GPT-5.2	$0.0036	3.9s	8%	100	100	100	100	100	100	100	0	0	0	70%
70	MiniMax M2.7	$0.0007	7.9s	8%	100	100	100	100	100	100	100	0	0	0	70%
64	Grok 4 Fast	$0.0004	2.6s	8%	100	100	100	100	100	100	100	0	0	0	70%
67	Gemini 3.1 Flash Lite	$0.0008	3.1s	8%	100	100	100	100	100	100	100	0	0	0	70%
84	Stealth: Aurora Alpha	—	801ms	8%	100	100	100	100	100	100	100	0	0	0	70%
79	DeepSeek V3.2	$0.0005	16.6s	8%	100	100	100	100	100	100	100	0	0	0	70%
76	Z.AI GLM 5 Turbo	$0.0020	5.1s	2%	100	100	100	100	100	100	0	0	0	0	60%
80	GPT-4.1	$0.0035	5.9s	2%	100	100	100	100	100	100	0	0	0	0	60%
140	ByteDance Seed 2.0 Mini	$0.0008	40.1s	2%	100	100	100	100	100	100	0	0	0	0	60%
73	Gemini 3.1 Flash Lite (Reasoning)	$0.0008	1.4s	2%	100	100	100	100	100	100	0	0	0	0	60%
72	Inception Mercury 2	$0.0004	610ms	2%	100	100	100	100	100	100	0	0	0	0	60%
83	Claude Haiku 4.5	$0.0029	2.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
82	Xiaomi MIMO v2.5	$0.0011	4.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
81	GPT-5.4 Nano (Reasoning)	$0.0005	4.2s	0%	100	100	100	100	100	0	0	0	0	0	50%
86	Nemotron 3 Nano	$0.0002	7.6s	0%	100	100	100	100	100	0	0	0	0	0	50%
78	Ministral 3 3B	$0.0002	1.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
92	Gemma 4 31B	$0.0002	10.3s	0%	100	100	100	100	0	0	0	0	0	0	40%
90	Stealth: Healer Alpha	$0.0000	8.0s	0%	100	100	100	100	0	0	0	0	0	0	40%
85	Gemini 3.1 Flash Lite (Preview)	$0.0007	1.2s	0%	100	100	100	100	0	0	0	0	0	0	40%
97	Claude 3.5 Sonnet	$0.0075	5.3s	0%	100	100	100	100	0	0	0	0	0	0	40%
91	DeepSeek V3 (2024-12-26)	$0.0008	8.8s	0%	100	100	100	100	0	0	0	0	0	0	40%
98	Claude Sonnet 4.6	$0.0063	2.2s	0%	100	100	100	0	0	0	0	0	0	0	30%
147	Claude Opus 4	$0.042	12.8s	0%	100	100	100	0	0	0	0	0	0	0	30%
111	DeepSeek-V2 Chat	$0.0003	13.8s	0%	100	100	100	0	0	0	0	0	0	0	30%
146	ByteDance Seed 2.0 Lite	$0.0034	35.6s	0%	100	100	100	0	0	0	0	0	0	0	30%
107	Claude 3.7 Sonnet	$0.0067	5.0s	0%	100	100	100	0	0	0	0	0	0	0	30%
110	Z.AI GLM 4.5 Air	$0.0007	13.0s	0%	100	100	100	0	0	0	0	0	0	0	30%
89	Mistral Small 4	$0.0003	1.9s	0%	100	100	100	0	0	0	0	0	0	0	30%
94	GPT-5.4 Nano	$0.0005	6.6s	0%	100	100	100	0	0	0	0	0	0	0	30%
144	Claude Opus 4.7	$0.018	3.0s	0%	100	100	0	0	0	0	0	0	0	0	20%
117	Z.AI GLM 4.5	$0.0009	9.3s	0%	100	100	0	0	0	0	0	0	0	0	20%
100	Gemma 4 26B	$0.0002	5.8s	0%	100	100	0	0	0	0	0	0	0	0	20%
141	GPT-4o, May 13th (temp=1)	$0.013	6.3s	0%	100	100	0	0	0	0	0	0	0	0	20%
95	DeepSeek V4 Flash	$0.0001	2.3s	0%	100	100	0	0	0	0	0	0	0	0	20%
99	Arcee AI: Trinity Large (Preview)	$0.0000	5.0s	0%	100	100	0	0	0	0	0	0	0	0	20%
96	Ministral 3 14B	$0.0004	3.5s	0%	100	100	0	0	0	0	0	0	0	0	20%
93	Claude 3 Haiku	$0.0005	1.1s	0%	100	100	0	0	0	0	0	0	0	0	20%
114	WizardLM 2 8x22b	$0.0016	8.2s	0%	100	100	0	0	0	0	0	0	0	0	20%
134	GPT-5.5	$0.0072	1.2s	0%	100	0	0	0	0	0	0	0	0	0	10%
137	Qwen 3.5 Plus (2026-02-15)	$0.0014	9.0s	0%	100	0	0	0	0	0	0	0	0	0	10%
115	Mistral Large 3	$0.0011	3.6s	0%	100	0	0	0	0	0	0	0	0	0	10%
121	GPT-5.4	$0.0034	2.2s	0%	100	0	0	0	0	0	0	0	0	0	10%
102	GPT-4.1 Mini	$0.0002	1.6s	0%	100	0	0	0	0	0	0	0	0	0	10%
123	DeepSeek V4 Pro	$0.0013	5.0s	0%	100	0	0	0	0	0	0	0	0	0	10%
129	DeepSeek V3.1	$0.0005	7.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
127	Mistral Large	$0.0038	2.6s	0%	100	0	0	0	0	0	0	0	0	0	10%
142	Writer: Palmyra X5	$0.0030	14.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
101	GPT-4o Mini (temp=1)	$0.0002	827ms	0%	100	0	0	0	0	0	0	0	0	0	10%
109	Gemma 3 12B	$0.0001	3.2s	0%	100	0	0	0	0	0	0	0	0	0	10%
112	Llama 3.1 70B	$0.0012	3.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
108	Mistral Medium 3.1	$0.0009	2.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
105	Mistral Small Creative	$0.0003	2.4s	0%	100	0	0	0	0	0	0	0	0	0	10%
116	Hermes 3 70B	$0.0006	4.3s	0%	100	0	0	0	0	0	0	0	0	0	10%
103	Ministral 3 8B	$0.0002	1.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
131	Cohere Command R+ (Aug. 2024)	$0.0051	2.9s	0%	100	0	0	0	0	0	0	0	0	0	10%
104	Ministral 8B	$0.0002	2.4s	0%	100	0	0	0	0	0	0	0	0	0	10%
106	Llama 3.1 8B	$0.0002	2.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
113	LFM2 24B	$0.0001	4.8s	0%	100	0	0	0	0	0	0	0	0	0	10%
145	GPT-4o, May 13th (temp=0)	$0.012	6.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
128	Gemini 3 Flash (Preview)	$0.0010	1.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
138	Hermes 3 405B	$0.0000	8.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
136	GPT-4o, Aug. 6th (temp=1)	$0.0035	1.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
135	GPT-4o, Aug. 6th (temp=0)	$0.0035	986ms	0%	0	0	0	0	0	0	0	0	0	0	0%
126	GPT-5.4 Mini	$0.0011	716ms	0%	0	0	0	0	0	0	0	0	0	0	0%
118	Gemini 2.5 Flash Lite	$0.0001	404ms	0%	0	0	0	0	0	0	0	0	0	0	0%
119	Gemini 2.5 Flash	$0.0002	641ms	0%	0	0	0	0	0	0	0	0	0	0	0%
132	Grok 4.3	$0.0016	2.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
130	Mistral Small 3.2 24B	$0.0002	3.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
120	GPT-4o Mini (temp=0)	$0.0002	692ms	0%	0	0	0	0	0	0	0	0	0	0	0%
133	Gemma 3 27B	$0.0002	4.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
139	Qwen 2.5 72B	$0.0007	7.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
124	GPT-4.1 Nano	$0.0000	1.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
122	Gemma 3 4B	$0.0001	1.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
125	Ministral 3B	$0.0001	1.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
143	Rocinante 12B	$0.0005	13.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
58.30%