Count acts

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%
Gemini 3.1 Pro (Preview)	100%
Z.AI GLM 5 Turbo	100%
Claude Sonnet 4.6 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.1	100%
Claude Opus 4.6	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%
ByteDance Seed 1.6	100%
GPT-5.4 Mini (Reasoning)	100%
Gemini 3 Flash (Preview, Reasoning)	100%
o4 Mini High	100%

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	752ms
Inception Mercury	100%	$0.0000	334ms
Gemma 3 4B	100%	$0.0001	311ms
Inception Mercury 2	100%	$0.0001	301ms
Ministral 8B	100%	$0.0001	520ms
Gemini 2.5 Flash Lite	100%	$0.0001	429ms
Ministral 3B	100%	$0.0001	718ms
GPT-4.1 Nano	100%	$0.0000	1.0s
Gemini 2.5 Flash	100%	$0.0002	512ms
Mistral Small 4	100%	$0.0001	1.2s
Ministral 3 3B	100%	$0.0002	1.0s
GPT-4o Mini (temp=1)	100%	$0.0002	663ms
GPT-4o Mini (temp=0)	100%	$0.0002	838ms
Mistral Small 4 (Reasoning)	100%	$0.0002	1.1s
Llama 3.1 8B	100%	$0.0002	946ms
LFM2 24B	100%	$0.0001	3.2s
Arcee AI: Trinity Mini	100%	$0.0001	1.5s
Gemma 3 12B	100%	$0.0001	1.6s
Arcee AI: Trinity Large (Preview)	100%	$0.0000	2.5s
GPT-4.1 Mini	100%	$0.0002	2.0s

	Score	Cost	Speed	Stability
Gemma 3 4B	100%	$0.0001	311ms	100%
Inception Mercury	100%	$0.0000	334ms	100%
Inception Mercury 2	100%	$0.0001	301ms	100%
Gemini 2.5 Flash Lite	100%	$0.0001	429ms	100%
Ministral 8B	100%	$0.0001	520ms	100%
Gemini 2.5 Flash	100%	$0.0002	512ms	100%
Ministral 3B	100%	$0.0001	718ms	100%
GPT-4o Mini (temp=1)	100%	$0.0002	663ms	100%
Stealth: Aurora Alpha	100%	—	752ms	100%
GPT-4o Mini (temp=0)	100%	$0.0002	838ms	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	769ms	100%
GPT-4.1 Nano	100%	$0.0000	1.0s	100%
Llama 3.1 8B	100%	$0.0002	946ms	100%
Ministral 3 3B	100%	$0.0002	1.0s	100%
GPT-5.4 Nano	100%	$0.0003	970ms	100%
Mistral Small 4 (Reasoning)	100%	$0.0002	1.1s	100%
Mistral Small 4	100%	$0.0001	1.2s	100%
GPT-5.4 Mini	100%	$0.0011	595ms	100%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0003	1.1s	100%
GPT-5.4	100%	$0.0010	730ms	100%

Novel outline

Count acts

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
108	Claude Opus 4.6 (Reasoning)	$0.012	3.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
100	Gemini 3.1 Pro (Preview)	$0.0056	5.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
57	Z.AI GLM 5 Turbo	$0.0009	2.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
72	Claude Sonnet 4.6 (Reasoning)	$0.0057	1.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	GPT-5.4 (Reasoning)	$0.0016	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
63	GPT-5 Mini	$0.0005	3.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	GPT-5.1	$0.0005	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
102	Claude Opus 4.6	$0.0098	3.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
107	Qwen 3.5 397B A17B	$0.0019	9.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
65	Qwen 3.5 122B	$0.0017	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
55	Grok 4.20 (Beta, Reasoning)	$0.0025	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	GPT-5.4 (Reasoning, Low)	$0.0015	700ms	100%	100	100	100	100	100	100	100	100	100	100	100%
98	Z.AI GLM 5	$0.0014	7.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
70	Claude Sonnet 4.6	$0.0057	1.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
92	MoonshotAI: Kimi K2.5	$0.0012	7.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
71	Qwen 3.5 27B	$0.0012	4.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
84	ByteDance Seed 1.6	$0.0007	6.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	GPT-5.4 Mini (Reasoning)	$0.0012	2.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Gemini 3 Flash (Preview, Reasoning)	$0.0013	1.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	o4 Mini High	$0.0011	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	GPT-5.2	$0.0016	1.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
99	Claude Opus 4.5	$0.010	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Grok 4.1 Fast	$0.0003	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
91	Aion 2.0	$0.0015	6.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
113	Z.AI GLM 4.6	$0.0011	15.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
64	MiniMax M2.7	$0.0003	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
106	Gemini 3 Pro (Preview)	$0.0059	6.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
95	Claude Sonnet 4	$0.0068	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
96	MiniMax M2.5	$0.0003	8.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
114	Z.AI GLM 4.7	$0.0007	22.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
38	GPT-4.1	$0.0011	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
93	Gemini 2.5 Pro	$0.0056	4.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
50	o4 Mini	$0.0011	2.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
104	Grok 4	$0.0060	6.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
88	Claude Sonnet 4.5	$0.0066	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
58	Qwen 3.5 35B	$0.0012	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
117	Claude Opus 4	$0.035	9.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
112	Stealth: Hunter Alpha	$0.0000	14.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
103	ByteDance Seed 2.0 Mini	$0.0002	9.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
34	Gemini 2.5 Flash (Reasoning)	$0.0006	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
80	Qwen 3.5 Flash	$0.0003	5.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
69	Z.AI GLM 4.5	$0.0004	4.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
82	Qwen 3.5 9B	$0.0002	6.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
62	Qwen 3.5 Plus (2026-02-15)	$0.0008	3.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
87	Stealth: Healer Alpha	$0.0000	7.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	Gemini 3.1 Flash Lite (Preview)	$0.0004	769ms	100%	100	100	100	100	100	100	100	100	100	100	100%
31	GPT-5.4 Mini (Reasoning, Low)	$0.0012	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	Gemini 2.5 Flash Lite (Reasoning)	$0.0002	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
30	Mistral Large 3	$0.0008	1.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
75	GPT-4o, May 13th (temp=0)	$0.0069	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	Gemini 3 Flash (Preview)	$0.0010	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
53	Claude Haiku 4.5	$0.0022	1.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	DeepSeek-V2 Chat	$0.0002	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
81	Z.AI GLM 4.7 Flash	$0.0001	6.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
85	ByteDance Seed 2.0 Lite	$0.0008	6.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
105	Nemotron 3 Super	$0.0000	10.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-5.4	$0.0010	730ms	100%	100	100	100	100	100	100	100	100	100	100	100%
94	Claude 3.5 Sonnet	$0.0058	4.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
111	Grok 4.20 (Beta)	$0.0007	12.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Inception Mercury 2	$0.0001	301ms	100%	100	100	100	100	100	100	100	100	100	100	100%
76	GPT-4o, May 13th (temp=1)	$0.0070	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Stealth: Aurora Alpha	—	752ms	100%	100	100	100	100	100	100	100	100	100	100	100%
48	Claude 3.5 Haiku	$0.0016	1.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
66	DeepSeek V3 (2024-12-26)	$0.0006	3.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
86	Claude 3.7 Sonnet	$0.0055	3.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	GPT-4.1 Mini	$0.0002	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
101	Hermes 3 405B	$0.0000	9.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
51	GPT-4o, Aug. 6th (temp=1)	$0.0035	849ms	100%	100	100	100	100	100	100	100	100	100	100	100%
78	GPT-5 Nano	$0.0001	5.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	GPT-4o, Aug. 6th (temp=0)	$0.0035	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	GPT-5.4 Mini	$0.0011	595ms	100%	100	100	100	100	100	100	100	100	100	100	100%
77	Mistral Large 2	$0.0039	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	Mistral Small 4 (Reasoning)	$0.0002	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
79	DeepSeek V3.1	$0.0003	5.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
83	DeepSeek V3.2	$0.0004	6.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
90	Qwen 3 32B	$0.0003	7.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
23	GPT-5.4 Nano (Reasoning)	$0.0003	1.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Gemini 2.5 Flash Lite	$0.0001	429ms	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Gemini 2.5 Flash	$0.0002	512ms	100%	100	100	100	100	100	100	100	100	100	100	100%
67	Mistral Large	$0.0037	2.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
74	Qwen3 235B A22B Instruct 2507	$0.0003	5.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
109	Writer: Palmyra X5	$0.0015	11.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Inception Mercury	$0.0000	334ms	100%	100	100	100	100	100	100	100	100	100	100	100%
19	GPT-5.4 Nano (Reasoning, Low)	$0.0003	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	GPT-4o Mini (temp=1)	$0.0002	663ms	100%	100	100	100	100	100	100	100	100	100	100	100%
59	Mistral Small 3.2 24B	$0.0002	3.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Gemma 3 12B	$0.0001	1.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
97	Llama 3.1 70B	$0.0011	7.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	GPT-4o Mini (temp=0)	$0.0002	838ms	100%	100	100	100	100	100	100	100	100	100	100	100%
52	Gemma 3 27B	$0.0001	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
45	Mistral Medium 3.1	$0.0008	2.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
68	Nemotron 3 Nano	$0.0001	4.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	Mistral Small 4	$0.0001	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	Qwen 2.5 72B	$0.0006	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
47	Llama 3.1 Nemotron 70B	$0.0005	2.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	GPT-5.4 Nano	$0.0003	970ms	100%	100	100	100	100	100	100	100	100	100	100	100%
44	Arcee AI: Trinity Large (Preview)	$0.0000	2.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	ByteDance Seed 1.6 Flash	$0.0002	2.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Mistral Small Creative	$0.0002	1.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
60	Hermes 3 70B	$0.0006	3.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Ministral 3 14B	$0.0003	1.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	GPT-4.1 Nano	$0.0000	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	Ministral 3 8B	$0.0002	1.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	Claude 3 Haiku	$0.0005	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	WizardLM 2 8x22b	$0.0016	4.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	Arcee AI: Trinity Mini	$0.0001	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
89	Cohere Command R+ (Aug. 2024)	$0.0054	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Gemma 3 4B	$0.0001	311ms	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Ministral 3 3B	$0.0002	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
42	Mistral NeMO	$0.0002	2.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Ministral 8B	$0.0001	520ms	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Llama 3.1 8B	$0.0002	946ms	100%	100	100	100	100	100	100	100	100	100	100	100%
7	Ministral 3B	$0.0001	718ms	100%	100	100	100	100	100	100	100	100	100	100	100%
56	LFM2 24B	$0.0001	3.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
110	Rocinante 12B	$0.0005	12.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
115	DeepSeek V3 (2025-03-24)	$0.0005	10.0s	40%	100	100	100	100	100	100	100	100	100	0	90%
116	Grok 4 Fast	$0.0002	1.2s	20%	100	100	100	100	100	100	100	100	0	0	80%
118	GPT-5	$0.0011	4.0s	2%	100	100	100	100	100	100	0	0	0	0	60%
99.41%