Either/Or composite

Test: Novel outline

Avg. Score

70.7%

Scenarios

Overall Performance

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

Rank ▲	Model	Score	Avg. Cost	Avg. Time	Stability
1	Gemini 2.5 Flash Lite	100.0%	$0.0003	1.0s	100%
2	GPT-5.4 Nano (Reasoning)	100.0%	$0.0008	4.8s	100%
3	Z.AI GLM 4.5	100.0%	$0.0009	8.1s	100%
4	Z.AI GLM 5 Turbo	100.0%	$0.0030	7.2s	100%
5	Qwen3 235B A22B Instruct 2507	100.0%	$0.0004	16.4s	100%
6	ByteDance Seed 1.6 Flash	100.0%	$0.0010	15.0s	100%
7	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.0041	6.0s	100%
8	GPT-5.4 (Reasoning, Low)	100.0%	$0.0051	5.3s	100%
9	Qwen 3.6 Flash	100.0%	$0.0035	10.6s	100%
10	Qwen 3.5 Plus (2026-02-15)	100.0%	$0.0021	16.3s	100%
11	GPT-5.2	100.0%	$0.0055	6.4s	100%
12	Qwen 3.5 Flash	100.0%	$0.0011	20.6s	100%
13	Writer: Palmyra X5	100.0%	$0.0039	12.4s	100%
14	Qwen 3.6 35B	100.0%	$0.0030	16.3s	100%
15	Grok 4.20 (Beta, Reasoning)	100.0%	$0.0072	4.3s	100%
16	Z.AI GLM 5	100.0%	$0.0032	21.5s	100%
17	MoonshotAI: Kimi K2.5	100.0%	$0.0033	23.3s	100%
18	Aion 2.0	100.0%	$0.0028	24.9s	100%
19	GPT-5.4 (Reasoning)	100.0%	$0.0062	18.8s	100%
20	Z.AI GLM 4.6	100.0%	$0.0023	34.1s	100%
21	GPT-4o, May 13th (temp=0)	100.0%	$0.013	7.2s	100%
22	Qwen 3.5 35B	100.0%	$0.0078	23.2s	100%
23	Gemini 2.5 Pro	100.0%	$0.013	9.0s	100%
24	Qwen 3.5 122B	100.0%	$0.0091	21.8s	100%
25	Claude Sonnet 4.6 (Reasoning)	100.0%	$0.014	9.3s	100%
26	GPT-5.5 (Reasoning, Low)	100.0%	$0.015	5.3s	100%
27	Gemini 3 Pro (Preview)	100.0%	$0.015	8.7s	100%
28	MoonshotAI: Kimi K2.6	100.0%	$0.0050	39.7s	100%
29	GPT-5.4 Nano (Reasoning, Low)	95.0%	$0.0007	3.2s	70%
30	GPT-5.5 (Reasoning)	100.0%	$0.017	5.3s	100%
31	Gemini 2.5 Flash Lite (Reasoning)	95.0%	$0.0009	5.1s	70%
32	Gemini 3.1 Pro (Preview)	100.0%	$0.016	13.7s	100%
33	Llama 3.1 Nemotron 70B	95.0%	$0.0006	14.0s	70%
34	Claude Opus 4.6 (Reasoning)	100.0%	$0.019	10.4s	100%
35	DeepSeek-V2 Chat	95.0%	$0.0003	17.9s	70%
36	Qwen 3.5 397B A17B	100.0%	$0.0077	48.3s	100%
37	Claude Opus 4.7 (Reasoning)	100.0%	$0.023	4.5s	100%
38	Qwen3.7 Max	100.0%	$0.017	26.5s	100%
39	Qwen 3.5 27B	100.0%	$0.0062	59.6s	100%
40	o4 Mini High	95.0%	$0.0054	13.6s	70%
41	DeepSeek V4 Flash (Reasoning)	90.0%	$0.0003	10.5s	60%
42	MiniMax M2.7	90.0%	$0.0009	11.7s	60%
43	Claude Opus 4.7	100.0%	$0.027	4.8s	100%
44	GPT-5 Mini	90.0%	$0.0016	11.1s	60%
45	GPT-5	95.0%	$0.0093	14.9s	70%
46	Gemma 4 31B (Reasoning)	95.0%	$0.0005	45.5s	70%
47	Mistral Large	85.0%	$0.0037	2.0s	54%
48	GPT-5.4 Mini (Reasoning)	85.0%	$0.0032	5.8s	54%
49	Qwen3.6 Max Preview	100.0%	$0.017	52.2s	100%
50	ByteDance Seed 2.0 Lite	95.0%	$0.0039	41.7s	70%
51	Qwen 3.5 Plus (2026-04-20)	95.0%	$0.0058	36.0s	70%
52	Qwen 3.6 27B	95.0%	$0.0081	32.0s	70%
53	Stealth: Hunter Alpha	80.0%	$0.0000	7.5s	51%
54	MiniMax M2.5	85.0%	$0.0010	16.4s	54%
55	Mistral Large 3	90.0%	$0.0012	4.8s	40%
56	Gemini 3.5 Flash (Reasoning)	95.0%	$0.018	6.9s	70%
57	Nemotron 3 Super	80.0%	$0.0000	13.6s	51%
58	Gemini 3.1 Flash Lite (Preview)	80.0%	$0.0010	1.7s	34%
59	Z.AI GLM 4.7	90.0%	$0.0029	51.1s	60%
60	GPT-4.1	85.0%	$0.0046	7.3s	36%
61	Gemini 2.5 Flash (Reasoning)	80.0%	$0.0024	3.9s	34%
62	Gemma 3 12B	75.0%	$0.0002	9.5s	38%
63	Gemini 3.1 Flash Lite (Reasoning)	75.0%	$0.0009	1.6s	33%
64	GPT-4o, Aug. 6th (temp=0)	75.0%	$0.0037	1.1s	38%
65	GPT-5.1	85.0%	$0.0056	9.0s	36%
66	o4 Mini	85.0%	$0.0049	11.6s	36%
67	Qwen 3.5 9B	95.0%	$0.0011	1.5m	70%
68	DeepSeek V4 Pro (Reasoning)	85.0%	$0.0027	46.4s	54%
69	ByteDance Seed 1.6	80.0%	$0.0034	34.0s	51%
70	GPT-4o Mini (temp=0)	50.0%	$0.0002	1.5s	50%
71	Z.AI GLM 5.1	90.0%	$0.0060	29.6s	40%
72	Gemma 4 26B (Reasoning)	90.0%	$0.0005	1.3m	60%
73	Grok 4.20 (Reasoning)	75.0%	$0.0045	12.1s	38%
74	GPT-4o, Aug. 6th (temp=1)	75.0%	$0.0059	3.9s	33%
75	Stealth: Healer Alpha	70.0%	$0.0000	5.0s	25%
76	Gemini 3.1 Flash Lite	75.0%	$0.0009	1.6s	19%
77	GPT-4.1 Nano	65.0%	$0.0001	4.1s	27%
78	Xiaomi MIMO v2.5	75.0%	$0.0013	5.9s	19%
79	GPT-4o Mini (temp=1)	60.0%	$0.0003	1.9s	30%
80	Inception Mercury 2	55.0%	$0.0005	836ms	35%
81	Mistral Small 4 (Reasoning)	70.0%	$0.0013	10.5s	25%
82	Qwen 2.5 72B	70.0%	$0.0008	14.9s	25%
83	Mistral Small 4	65.0%	$0.0003	2.8s	18%
84	Qwen 3 32B	75.0%	$0.0010	36.8s	33%
85	Claude Sonnet 4.6	80.0%	$0.0087	3.6s	20%
86	Gemini 2.5 Flash	60.0%	$0.0005	886ms	20%
87	Gemma 4 31B	60.0%	$0.0002	2.8s	20%
88	GPT-4.1 Mini	65.0%	$0.0007	5.8s	16%
89	Llama 3.1 70B	70.0%	$0.0012	17.6s	20%
90	GPT-5 Nano	70.0%	$0.0009	26.9s	26%
91	Ministral 3 8B	50.0%	$0.0003	2.3s	28%
92	GPT-OSS 120B	55.0%	$0.0003	22.8s	35%
93	Claude Sonnet 4	70.0%	$0.0099	5.6s	25%
94	Claude Haiku 4.5	65.0%	$0.0032	3.1s	10%
95	Z.AI GLM 4.7 Flash	70.0%	$0.0010	39.3s	25%
96	DeepSeek V4 Flash	60.0%	$0.0001	5.3s	10%
97	Gemini 3.5 Flash (Reasoning, Minimal)	60.0%	$0.0041	1.5s	13%
98	Mistral Large 2	50.0%	$0.0048	7.9s	28%
99	ByteDance Seed 2.0 Mini	95.0%	$0.0024	2.3m	70%
100	Claude Opus 4	95.0%	$0.047	11.4s	70%
101	Inception Mercury	40.0%	$0.0001	1.2s	20%
102	Ministral 3 3B	40.0%	$0.0002	1.5s	20%
103	WizardLM 2 8x22b	55.0%	$0.0019	11.7s	15%
104	Xiaomi MIMO v2.5 Pro	60.0%	$0.0024	11.9s	10%
105	Mistral Small Creative	40.0%	$0.0003	3.6s	20%
106	Arcee AI: Trinity Mini	35.0%	$0.0002	6.7s	27%
107	Gemini 3 Flash (Preview)	40.0%	$0.0013	1.7s	20%
108	Grok 4.1 Fast	35.0%	$0.0006	7.0s	27%
109	Z.AI GLM 4.5 Air	55.0%	$0.0009	12.3s	8%
110	Grok 4.20	45.0%	$0.0019	3.6s	15%
111	DeepSeek V3.1	55.0%	$0.0005	13.6s	8%
112	Stealth: Aurora Alpha	60.0%	—	937ms	30%
113	GPT-5.4 Nano	45.0%	$0.0006	1.9s	8%
114	DeepSeek V3 (2024-12-26)	55.0%	$0.0008	10.1s	4%
115	DeepSeek V3.2	50.0%	$0.0005	13.5s	11%
116	Hermes 3 70B	55.0%	$0.0006	10.8s	4%
117	Ministral 3B	45.0%	$0.0001	3.9s	8%
118	Grok 4.20 (Beta)	55.0%	$0.0023	13.5s	8%
119	GPT-4o, May 13th (temp=1)	65.0%	$0.014	7.2s	16%
120	Cohere Command R+ (Aug. 2024)	40.0%	$0.0046	2.4s	20%
121	Ministral 3 14B	35.0%	$0.0004	5.0s	18%
122	DeepSeek V4 Pro	45.0%	$0.0006	6.3s	8%
123	Gemma 4 26B	60.0%	$0.0003	20.4s	2%
124	Hermes 3 405B	30.0%	$0.0000	11.9s	26%
125	GPT-5.4 Mini (Reasoning, Low)	35.0%	$0.0021	3.2s	18%
126	Grok 4	70.0%	$0.017	20.2s	25%
127	LFM2 24B	35.0%	$0.0001	9.9s	18%
128	Gemma 3 27B	40.0%	$0.0002	9.7s	13%
129	Rocinante 12B	35.0%	$0.0005	13.5s	18%
130	Claude Opus 4.5	55.0%	$0.016	4.9s	23%
131	Grok 4.3 (Reasoning)	65.0%	$0.0058	36.0s	10%
132	Llama 3.1 8B	35.0%	$0.0002	2.6s	5%
133	Nemotron 3 Nano	35.0%	$0.0005	32.9s	27%
134	Mistral NeMO	35.0%	$0.0003	3.5s	5%
135	GPT-5.4 Mini	25.0%	$0.0013	851ms	13%
136	Claude Sonnet 4.5	50.0%	$0.0094	4.5s	5%
137	Claude 3 Haiku	35.0%	$0.0006	1.6s	0%
138	GPT-5.4	35.0%	$0.0035	2.7s	5%
139	Arcee AI: Trinity Large (Preview)	25.0%	$0.0000	2.1s	0%
140	Grok 4 Fast	25.0%	$0.0005	3.8s	0%
141	GPT-5.5	25.0%	$0.0083	1.4s	13%
142	Gemma 3 4B	20.0%	$0.0001	3.5s	0%
143	DeepSeek V3 (2025-03-24)	25.0%	$0.0008	9.5s	0%
144	Claude Opus 4.6	40.0%	$0.012	5.5s	0%
145	Grok 4.3	15.0%	$0.0017	955ms	0%
146	Ministral 8B	15.0%	$0.0002	8.4s	0%
147	Claude 3.7 Sonnet	20.0%	$0.0062	3.5s	0%
148	Mistral Medium 3.1	10.0%	$0.0013	5.3s	0%
149	Mistral Small 3.2 24B	5.0%	$0.0002	3.0s	0%
150	Claude 3.5 Sonnet	10.0%	$0.0062	5.2s	0%
70.70%

Individual Scenarios

pov-count

▼

Count point of views for Jack and Olivia

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Avg ▼
Qwen3.7 Max	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3.6 Max Preview	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.5 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.6	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100	100	100	100.0%
Claude Opus 4.7	100	100	100	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.6 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100	100	100	100.0%
Gemini 3.5 Flash (Reasoning)	100	100	100	100	100	100	100	100	100	50	95.0%
GPT-5	100	100	100	100	100	100	100	100	100	50	95.0%
Gemma 4 31B (Reasoning)	100	100	100	100	100	100	100	100	100	50	95.0%
Qwen 3.5 Plus (2026-04-20)	100	100	100	100	100	100	100	100	100	50	95.0%
o4 Mini High	100	100	100	100	100	100	100	100	100	50	95.0%
Qwen 3.6 27B	100	100	100	100	100	100	100	100	100	50	95.0%
Claude Opus 4	100	100	100	100	100	100	100	100	100	50	95.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100	100	50	95.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100	100	50	95.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100	100	50	95.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100	100	50	95.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100	100	50	95.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100	100	50	95.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100	100	50	95.0%
Z.AI GLM 5.1	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5 Mini	100	100	100	100	100	100	100	100	50	50	90.0%
Gemma 4 26B (Reasoning)	100	100	100	100	100	100	100	100	50	50	90.0%
MiniMax M2.7	100	100	100	100	100	100	100	100	50	50	90.0%
DeepSeek V4 Flash (Reasoning)	100	100	100	100	100	100	100	100	50	50	90.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100	50	50	90.0%
Mistral Large 3	100	100	100	100	100	100	100	100	100	0	90.0%
GPT-5.1	100	100	100	100	100	100	100	100	50	0	85.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	50	50	50	85.0%
DeepSeek V4 Pro (Reasoning)	100	100	100	100	100	100	100	50	50	50	85.0%
MiniMax M2.5	100	100	100	100	100	100	100	50	50	50	85.0%
GPT-4.1	100	100	100	100	100	100	100	100	50	0	85.0%
o4 Mini	100	100	100	100	100	100	100	100	50	0	85.0%
Mistral Large	100	100	100	100	100	100	100	50	50	50	85.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100	0	0	80.0%
ByteDance Seed 1.6	100	100	100	100	100	100	50	50	50	50	80.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	50	50	50	50	80.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	50	50	0	80.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	50	50	0	80.0%
Nemotron 3 Super	100	100	100	100	100	100	50	50	50	50	80.0%
Grok 4.20 (Reasoning)	100	100	100	100	100	50	50	50	50	50	75.0%
Gemini 3.1 Flash Lite (Reasoning)	100	100	100	100	100	100	50	50	50	0	75.0%
Gemini 3.1 Flash Lite	100	100	100	100	100	100	100	50	0	0	75.0%
Xiaomi MIMO v2.5	100	100	100	100	100	100	100	50	0	0	75.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	50	50	50	0	75.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	50	50	50	50	50	75.0%
Qwen 3 32B	100	100	100	100	100	100	50	50	50	0	75.0%
Gemma 3 12B	100	100	100	100	100	50	50	50	50	50	75.0%
Claude Sonnet 4	100	100	100	100	100	50	50	50	50	0	70.0%
Grok 4	100	100	100	100	100	50	50	50	50	0	70.0%
Stealth: Healer Alpha	100	100	100	100	100	50	50	50	50	0	70.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	50	50	50	50	0	70.0%
GPT-5 Nano	100	100	100	100	50	50	50	50	50	50	70.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	50	50	50	50	0	70.0%
Llama 3.1 70B	100	100	100	100	100	100	50	50	0	0	70.0%
Qwen 2.5 72B	100	100	100	100	100	50	50	50	50	0	70.0%
Grok 4.3 (Reasoning)	100	100	100	100	100	100	50	0	0	0	65.0%
Claude Haiku 4.5	100	100	100	100	100	100	50	0	0	0	65.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	50	50	50	0	0	65.0%
GPT-4.1 Mini	100	100	100	100	100	50	50	50	0	0	65.0%
Mistral Small 4	100	100	100	100	50	50	50	50	50	0	65.0%
GPT-4.1 Nano	100	100	100	50	50	50	50	50	50	50	65.0%
Xiaomi MIMO v2.5 Pro	100	100	100	100	100	50	50	0	0	0	60.0%
Gemma 4 31B	100	100	100	50	50	50	50	50	50	0	60.0%
Gemini 3.5 Flash (Reasoning, Minimal)	100	100	100	100	50	50	50	50	0	0	60.0%
Gemma 4 26B	100	100	100	100	100	100	0	0	0	0	60.0%
Stealth: Aurora Alpha	100	100	50	50	50	50	50	50	50	50	60.0%
DeepSeek V4 Flash	100	100	100	100	100	50	50	0	0	0	60.0%
Gemini 2.5 Flash	100	100	100	50	50	50	50	50	50	0	60.0%
GPT-4o Mini (temp=1)	100	100	50	50	50	50	50	50	50	50	60.0%
Claude Opus 4.5	100	100	50	50	50	50	50	50	50	0	55.0%
GPT-OSS 120B	100	50	50	50	50	50	50	50	50	50	55.0%
Grok 4.20 (Beta)	100	100	100	100	50	50	50	0	0	0	55.0%
Inception Mercury 2	100	50	50	50	50	50	50	50	50	50	55.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	50	0	0	0	0	55.0%
Z.AI GLM 4.5 Air	100	100	100	100	50	50	50	0	0	0	55.0%
DeepSeek V3.1	100	100	100	100	50	50	50	0	0	0	55.0%
Hermes 3 70B	100	100	100	100	100	50	0	0	0	0	55.0%
WizardLM 2 8x22b	100	100	100	50	50	50	50	50	0	0	55.0%
Claude Sonnet 4.5	100	100	100	100	50	50	0	0	0	0	50.0%
Mistral Large 2	100	50	50	50	50	50	50	50	50	0	50.0%
DeepSeek V3.2	100	100	100	50	50	50	50	0	0	0	50.0%
GPT-4o Mini (temp=0)	50	50	50	50	50	50	50	50	50	50	50.0%
Ministral 3 8B	100	50	50	50	50	50	50	50	50	0	50.0%
DeepSeek V4 Pro	100	100	100	50	50	50	0	0	0	0	45.0%
Grok 4.20	100	100	50	50	50	50	50	0	0	0	45.0%
GPT-5.4 Nano	100	100	100	50	50	50	0	0	0	0	45.0%
Ministral 3B	100	100	100	50	50	50	0	0	0	0	45.0%
Claude Opus 4.6	100	100	100	100	0	0	0	0	0	0	40.0%
Gemini 3 Flash (Preview)	100	50	50	50	50	50	50	0	0	0	40.0%
Inception Mercury	100	50	50	50	50	50	50	0	0	0	40.0%
Gemma 3 27B	100	100	50	50	50	50	0	0	0	0	40.0%
Mistral Small Creative	100	50	50	50	50	50	50	0	0	0	40.0%
Cohere Command R+ (Aug. 2024)	100	50	50	50	50	50	50	0	0	0	40.0%
Ministral 3 3B	100	50	50	50	50	50	50	0	0	0	40.0%
Grok 4.1 Fast	50	50	50	50	50	50	50	0	0	0	35.0%
GPT-5.4 Mini (Reasoning, Low)	100	50	50	50	50	50	0	0	0	0	35.0%
GPT-5.4	100	100	50	50	50	0	0	0	0	0	35.0%
Nemotron 3 Nano	50	50	50	50	50	50	50	0	0	0	35.0%
Ministral 3 14B	100	50	50	50	50	50	0	0	0	0	35.0%
Claude 3 Haiku	100	100	100	50	0	0	0	0	0	0	35.0%
Arcee AI: Trinity Mini	50	50	50	50	50	50	50	0	0	0	35.0%
Mistral NeMO	100	100	50	50	50	0	0	0	0	0	35.0%
Llama 3.1 8B	100	100	50	50	50	0	0	0	0	0	35.0%
LFM2 24B	100	50	50	50	50	50	0	0	0	0	35.0%
Rocinante 12B	100	50	50	50	50	50	0	0	0	0	35.0%
Hermes 3 405B	50	50	50	50	50	50	0	0	0	0	30.0%
GPT-5.5	50	50	50	50	50	0	0	0	0	0	25.0%
Grok 4 Fast	100	50	50	50	0	0	0	0	0	0	25.0%
GPT-5.4 Mini	50	50	50	50	50	0	0	0	0	0	25.0%
DeepSeek V3 (2025-03-24)	100	50	50	50	0	0	0	0	0	0	25.0%
Arcee AI: Trinity Large (Preview)	100	50	50	50	0	0	0	0	0	0	25.0%
Claude 3.7 Sonnet	100	50	50	0	0	0	0	0	0	0	20.0%
Gemma 3 4B	50	50	50	50	0	0	0	0	0	0	20.0%
Grok 4.3	50	50	50	0	0	0	0	0	0	0	15.0%
Ministral 8B	100	50	0	0	0	0	0	0	0	0	15.0%
Claude 3.5 Sonnet	50	50	0	0	0	0	0	0	0	0	10.0%
Mistral Medium 3.1	50	50	0	0	0	0	0	0	0	0	10.0%
Mistral Small 3.2 24B	50	0	0	0	0	0	0	0	0	0	5.0%

Either/Or composite

Overall Performance

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)

Individual Scenarios

pov-count

Count point of views for Jack and Olivia