Count point of views for Jack and Olivia

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%
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%
MoonshotAI: Kimi K2.5	100%
Qwen 3.5 27B	100%
Gemini 3 Flash (Preview, Reasoning)	100%
GPT-5.2	100%
Aion 2.0	100%
Z.AI GLM 4.6	100%
Gemini 3 Pro (Preview)	100%
Gemini 2.5 Pro	100%
Qwen 3.5 35B	100%
Qwen 3.5 Flash	100%

	Score	Cost	Time
Gemini 2.5 Flash Lite	100%	$0.0003	1.0s
Gemini 3.1 Flash Lite (Preview)	80%	$0.0010	1.7s
GPT-5.4 Nano (Reasoning, Low)	95%	$0.0007	3.2s
GPT-5.4 Nano (Reasoning)	100%	$0.0008	4.8s
Stealth: Hunter Alpha	80%	$0.0000	7.5s
Gemini 2.5 Flash Lite (Reasoning)	95%	$0.0009	5.1s
Mistral Large 3	90%	$0.0012	4.8s
Z.AI GLM 4.5	100%	$0.0009	8.1s
Qwen3 235B A22B Instruct 2507	100%	$0.0004	16.4s
Gemini 2.5 Flash (Reasoning)	80%	$0.0024	3.9s
Claude 3.5 Haiku	100%	$0.0025	4.9s
Llama 3.1 Nemotron 70B	95%	$0.0006	14.0s
ByteDance Seed 1.6 Flash	100%	$0.0010	15.0s
Mistral Large	85%	$0.0037	2.0s
MiniMax M2.7	90%	$0.0009	11.7s
Claude Haiku 4.5	65%	$0.0032	3.1s
DeepSeek-V2 Chat	95%	$0.0003	17.9s
Qwen 3.5 Plus (2026-02-15)	100%	$0.0021	16.3s
GPT-5 Mini	90%	$0.0016	11.1s
Z.AI GLM 5 Turbo	100%	$0.0030	7.2s

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
30	Claude Opus 4.6 (Reasoning)	$0.019	10.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	Gemini 3.1 Pro (Preview)	$0.016	13.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Z.AI GLM 5 Turbo	$0.0030	7.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	Claude Sonnet 4.6 (Reasoning)	$0.014	9.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	GPT-5.4 (Reasoning)	$0.0062	18.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Qwen 3.5 397B A17B	$0.0077	48.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
23	Qwen 3.5 122B	$0.0091	21.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Grok 4.20 (Beta, Reasoning)	$0.0072	4.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	GPT-5.4 (Reasoning, Low)	$0.0051	5.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	Z.AI GLM 5	$0.0032	21.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	MoonshotAI: Kimi K2.5	$0.0033	23.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	Qwen 3.5 27B	$0.0062	59.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	Gemini 3 Flash (Preview, Reasoning)	$0.0041	6.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	GPT-5.2	$0.0055	6.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	Aion 2.0	$0.0028	24.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	Z.AI GLM 4.6	$0.0023	34.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Gemini 3 Pro (Preview)	$0.015	8.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	Gemini 2.5 Pro	$0.013	9.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	Qwen 3.5 35B	$0.0078	23.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	Qwen 3.5 Flash	$0.0011	20.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Z.AI GLM 4.5	$0.0009	8.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Qwen 3.5 Plus (2026-02-15)	$0.0021	16.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-4o, May 13th (temp=0)	$0.013	7.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Claude 3.5 Haiku	$0.0025	4.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	GPT-5.4 Nano (Reasoning)	$0.0008	4.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Gemini 2.5 Flash Lite	$0.0003	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Qwen3 235B A22B Instruct 2507	$0.0004	16.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Writer: Palmyra X5	$0.0039	12.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	ByteDance Seed 1.6 Flash	$0.0010	15.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	GPT-5	$0.0093	14.9s	70%	100	100	100	100	100	100	100	100	100	50	95%
34	o4 Mini High	$0.0054	13.6s	70%	100	100	100	100	100	100	100	100	100	50	95%
76	Claude Opus 4	$0.047	11.4s	70%	100	100	100	100	100	100	100	100	100	50	95%
75	ByteDance Seed 2.0 Mini	$0.0024	2.3m	70%	100	100	100	100	100	100	100	100	100	50	95%
53	Qwen 3.5 9B	$0.0011	1.5m	70%	100	100	100	100	100	100	100	100	100	50	95%
27	Gemini 2.5 Flash Lite (Reasoning)	$0.0009	5.1s	70%	100	100	100	100	100	100	100	100	100	50	95%
31	DeepSeek-V2 Chat	$0.0003	17.9s	70%	100	100	100	100	100	100	100	100	100	50	95%
40	ByteDance Seed 2.0 Lite	$0.0039	41.7s	70%	100	100	100	100	100	100	100	100	100	50	95%
26	GPT-5.4 Nano (Reasoning, Low)	$0.0007	3.2s	70%	100	100	100	100	100	100	100	100	100	50	95%
29	Llama 3.1 Nemotron 70B	$0.0006	14.0s	70%	100	100	100	100	100	100	100	100	100	50	95%
36	GPT-5 Mini	$0.0016	11.1s	60%	100	100	100	100	100	100	100	100	50	50	90%
35	MiniMax M2.7	$0.0009	11.7s	60%	100	100	100	100	100	100	100	100	50	50	90%
46	Z.AI GLM 4.7	$0.0029	51.1s	60%	100	100	100	100	100	100	100	100	50	50	90%
43	Mistral Large 3	$0.0012	4.8s	40%	100	100	100	100	100	100	100	100	100	0	90%
51	GPT-5.1	$0.0056	9.0s	36%	100	100	100	100	100	100	100	100	50	0	85%
39	GPT-5.4 Mini (Reasoning)	$0.0032	5.8s	54%	100	100	100	100	100	100	100	50	50	50	85%
42	MiniMax M2.5	$0.0010	16.4s	54%	100	100	100	100	100	100	100	50	50	50	85%
47	GPT-4.1	$0.0046	7.3s	36%	100	100	100	100	100	100	100	100	50	0	85%
52	o4 Mini	$0.0049	11.6s	36%	100	100	100	100	100	100	100	100	50	0	85%
38	Mistral Large	$0.0037	2.0s	54%	100	100	100	100	100	100	100	50	50	50	85%
65	Claude Sonnet 4.6	$0.0087	3.6s	20%	100	100	100	100	100	100	100	100	0	0	80%
54	ByteDance Seed 1.6	$0.0034	34.0s	51%	100	100	100	100	100	100	50	50	50	50	80%
41	Stealth: Hunter Alpha	$0.0000	7.5s	51%	100	100	100	100	100	100	50	50	50	50	80%
48	Gemini 2.5 Flash (Reasoning)	$0.0024	3.9s	34%	100	100	100	100	100	100	100	50	50	0	80%
45	Gemini 3.1 Flash Lite (Preview)	$0.0010	1.7s	34%	100	100	100	100	100	100	100	50	50	0	80%
44	Nemotron 3 Super	$0.0000	13.6s	51%	100	100	100	100	100	100	50	50	50	50	80%
56	GPT-4o, Aug. 6th (temp=1)	$0.0059	3.9s	33%	100	100	100	100	100	100	50	50	50	0	75%
50	GPT-4o, Aug. 6th (temp=0)	$0.0037	1.1s	38%	100	100	100	100	100	50	50	50	50	50	75%
64	Qwen 3 32B	$0.0010	36.8s	33%	100	100	100	100	100	100	50	50	50	0	75%
49	Gemma 3 12B	$0.0002	9.5s	38%	100	100	100	100	100	50	50	50	50	50	75%
71	Claude Sonnet 4	$0.0099	5.6s	25%	100	100	100	100	100	50	50	50	50	0	70%
97	Grok 4	$0.017	20.2s	25%	100	100	100	100	100	50	50	50	50	0	70%
57	Stealth: Healer Alpha	$0.0000	5.0s	25%	100	100	100	100	100	50	50	50	50	0	70%
73	Z.AI GLM 4.7 Flash	$0.0010	39.3s	25%	100	100	100	100	100	50	50	50	50	0	70%
69	GPT-5 Nano	$0.0009	26.9s	26%	100	100	100	100	50	50	50	50	50	50	70%
61	Mistral Small 4 (Reasoning)	$0.0013	10.5s	25%	100	100	100	100	100	50	50	50	50	0	70%
68	Llama 3.1 70B	$0.0012	17.6s	20%	100	100	100	100	100	100	50	50	0	0	70%
62	Qwen 2.5 72B	$0.0008	14.9s	25%	100	100	100	100	100	50	50	50	50	0	70%
72	Claude Haiku 4.5	$0.0032	3.1s	10%	100	100	100	100	100	100	50	0	0	0	65%
92	GPT-4o, May 13th (temp=1)	$0.014	7.2s	16%	100	100	100	100	100	50	50	50	0	0	65%
67	GPT-4.1 Mini	$0.0007	5.8s	16%	100	100	100	100	100	50	50	50	0	0	65%
63	Mistral Small 4	$0.0003	2.8s	18%	100	100	100	100	50	50	50	50	50	0	65%
58	GPT-4.1 Nano	$0.0001	4.1s	27%	100	100	100	50	50	50	50	50	50	50	65%
85	Stealth: Aurora Alpha	—	937ms	30%	100	100	50	50	50	50	50	50	50	50	60%
66	Gemini 2.5 Flash	$0.0005	886ms	20%	100	100	100	50	50	50	50	50	50	0	60%
59	GPT-4o Mini (temp=1)	$0.0003	1.9s	30%	100	100	50	50	50	50	50	50	50	50	60%
101	Claude Opus 4.5	$0.016	4.9s	23%	100	100	50	50	50	50	50	50	50	0	55%
91	Grok 4.20 (Beta)	$0.0023	13.5s	8%	100	100	100	100	50	50	50	0	0	0	55%
60	Inception Mercury 2	$0.0005	836ms	35%	100	50	50	50	50	50	50	50	50	50	55%
87	DeepSeek V3 (2024-12-26)	$0.0008	10.1s	4%	100	100	100	100	100	50	0	0	0	0	55%
84	DeepSeek V3.1	$0.0005	13.6s	8%	100	100	100	100	50	50	50	0	0	0	55%
89	Hermes 3 70B	$0.0006	10.8s	4%	100	100	100	100	100	50	0	0	0	0	55%
79	WizardLM 2 8x22b	$0.0019	11.7s	15%	100	100	100	50	50	50	50	50	0	0	55%
106	Claude Sonnet 4.5	$0.0094	4.5s	5%	100	100	100	100	50	50	0	0	0	0	50%
74	Mistral Large 2	$0.0048	7.9s	28%	100	50	50	50	50	50	50	50	50	0	50%
88	DeepSeek V3.2	$0.0005	13.5s	11%	100	100	100	50	50	50	50	0	0	0	50%
55	GPT-4o Mini (temp=0)	$0.0002	1.5s	50%	50	50	50	50	50	50	50	50	50	50	50%
70	Ministral 3 8B	$0.0003	2.3s	28%	100	50	50	50	50	50	50	50	50	0	50%
86	GPT-5.4 Nano	$0.0006	1.9s	8%	100	100	100	50	50	50	0	0	0	0	45%
90	Ministral 3B	$0.0001	3.9s	8%	100	100	100	50	50	50	0	0	0	0	45%
113	Claude Opus 4.6	$0.012	5.5s	0%	100	100	100	100	0	0	0	0	0	0	40%
82	Gemini 3 Flash (Preview)	$0.0013	1.7s	20%	100	50	50	50	50	50	50	0	0	0	40%
77	Inception Mercury	$0.0001	1.2s	20%	100	50	50	50	50	50	50	0	0	0	40%
99	Gemma 3 27B	$0.0002	9.7s	13%	100	100	50	50	50	50	0	0	0	0	40%
80	Mistral Small Creative	$0.0003	3.6s	20%	100	50	50	50	50	50	50	0	0	0	40%
93	Cohere Command R+ (Aug. 2024)	$0.0046	2.4s	20%	100	50	50	50	50	50	50	0	0	0	40%
78	Ministral 3 3B	$0.0002	1.5s	20%	100	50	50	50	50	50	50	0	0	0	40%
83	Grok 4.1 Fast	$0.0006	7.0s	27%	50	50	50	50	50	50	50	0	0	0	35%
96	GPT-5.4 Mini (Reasoning, Low)	$0.0021	3.2s	18%	100	50	50	50	50	50	0	0	0	0	35%
108	GPT-5.4	$0.0035	2.7s	5%	100	100	50	50	50	0	0	0	0	0	35%
103	Nemotron 3 Nano	$0.0005	32.9s	27%	50	50	50	50	50	50	50	0	0	0	35%
94	Ministral 3 14B	$0.0004	5.0s	18%	100	50	50	50	50	50	0	0	0	0	35%
107	Claude 3 Haiku	$0.0006	1.6s	0%	100	100	100	50	0	0	0	0	0	0	35%
81	Arcee AI: Trinity Mini	$0.0002	6.7s	27%	50	50	50	50	50	50	50	0	0	0	35%
104	Mistral NeMO	$0.0003	3.5s	5%	100	100	50	50	50	0	0	0	0	0	35%
102	Llama 3.1 8B	$0.0002	2.6s	5%	100	100	50	50	50	0	0	0	0	0	35%
98	LFM2 24B	$0.0001	9.9s	18%	100	50	50	50	50	50	0	0	0	0	35%
100	Rocinante 12B	$0.0005	13.5s	18%	100	50	50	50	50	50	0	0	0	0	35%
95	Hermes 3 405B	$0.0000	11.9s	26%	50	50	50	50	50	50	0	0	0	0	30%
110	Grok 4 Fast	$0.0005	3.8s	0%	100	50	50	50	0	0	0	0	0	0	25%
105	GPT-5.4 Mini	$0.0013	851ms	13%	50	50	50	50	50	0	0	0	0	0	25%
112	DeepSeek V3 (2025-03-24)	$0.0008	9.5s	0%	100	50	50	50	0	0	0	0	0	0	25%
109	Arcee AI: Trinity Large (Preview)	$0.0000	2.1s	0%	100	50	50	50	0	0	0	0	0	0	25%
115	Claude 3.7 Sonnet	$0.0062	3.5s	0%	100	50	50	0	0	0	0	0	0	0	20%
111	Gemma 3 4B	$0.0001	3.5s	0%	50	50	50	50	0	0	0	0	0	0	20%
114	Ministral 8B	$0.0002	8.4s	0%	100	50	0	0	0	0	0	0	0	0	15%
118	Claude 3.5 Sonnet	$0.0062	5.2s	0%	50	50	0	0	0	0	0	0	0	0	10%
116	Mistral Medium 3.1	$0.0013	5.3s	0%	50	50	0	0	0	0	0	0	0	0	10%
117	Mistral Small 3.2 24B	$0.0002	3.0s	0%	50	0	0	0	0	0	0	0	0	0	5%
69.19%

Novel outline

Count point of views for Jack and Olivia

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)