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Performance Score Distribution (Top 20)

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	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%
Qwen 3.5 397B A17B	100%
Qwen 3.5 122B	100%
Z.AI GLM 5	100%
Qwen 3.5 27B	100%
Gemini 3 Flash (Preview, Reasoning)	100%
Gemini 3 Pro (Preview)	100%
Z.AI GLM 4.7	100%
Qwen 3.5 35B	100%
Qwen 3.5 9B	100%
ByteDance Seed 2.0 Mini	100%
Qwen 3.5 Flash	100%
ByteDance Seed 2.0 Lite	100%
Stealth: Aurora Alpha	100%
MoonshotAI: Kimi K2.5	100%
GPT-5.4 Nano (Reasoning)	100%
o4 Mini	100%

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	2.8s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0006	1.2s
Inception Mercury	99%	$0.0002	4.2s
GPT-4o Mini (temp=0)	100%	$0.0003	15.2s
Inception Mercury 2	99%	$0.0013	1.6s
Gemini 3 Flash (Preview)	99%	$0.0012	1.8s
GPT-5.4 Nano (Reasoning)	100%	$0.0011	5.1s
GPT-5.4 Nano (Reasoning, Low)	90%	$0.0009	4.3s
GPT-4.1	99%	$0.0023	3.1s
Nemotron 3 Super	100%	$0.0000	19.9s
GPT-5.4 Mini	82%	$0.0011	1.2s
GPT-5.4 Mini (Reasoning, Low)	95%	$0.0026	2.6s
GPT-5.4 Mini (Reasoning)	100%	$0.0040	4.9s
Nemotron 3 Nano	90%	$0.0003	20.6s
GPT-4o, Aug. 6th (temp=1)	100%	$0.0051	2.2s
GPT-5 Mini	100%	$0.0033	15.8s
GPT-4o, Aug. 6th (temp=0)	97%	$0.0051	2.4s
GPT-5 Nano	100%	$0.0013	31.1s
GPT-5.4 (Reasoning, Low)	95%	$0.0044	3.4s
Claude 3.7 Sonnet	83%	$0.0074	5.9s

	Score	Cost	Speed	Stability
Stealth: Aurora Alpha	100%	—	2.8s	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0006	1.2s	99%
GPT-5.4 Nano (Reasoning)	100%	$0.0011	5.1s	100%
Gemini 3 Flash (Preview)	99%	$0.0012	1.8s	98%
GPT-4o Mini (temp=0)	100%	$0.0003	15.2s	99%
Inception Mercury	99%	$0.0002	4.2s	95%
Inception Mercury 2	99%	$0.0013	1.6s	95%
Nemotron 3 Super	100%	$0.0000	19.9s	99%
GPT-5.4 Mini (Reasoning)	100%	$0.0040	4.9s	99%
GPT-4.1	99%	$0.0023	3.1s	95%
GPT-4o, Aug. 6th (temp=1)	100%	$0.0051	2.2s	99%
GPT-5 Mini	100%	$0.0033	15.8s	99%
GPT-5 Nano	100%	$0.0013	31.1s	99%
GPT-4o, Aug. 6th (temp=0)	97%	$0.0051	2.4s	92%
GPT-5.2	99%	$0.011	9.7s	98%
GPT-5.1	100%	$0.011	14.3s	99%
Z.AI GLM 5 Turbo	100%	$0.011	24.4s	100%
o4 Mini	100%	$0.011	25.6s	100%
GPT-4o Mini (temp=1)	98%	$0.0003	46.8s	93%
GPT-5.4 (Reasoning)	100%	$0.012	22.2s	99%

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
58	Claude Opus 4.6 (Reasoning)	$0.067	25.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	Gemini 3.1 Pro (Preview)	$0.066	51.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	Z.AI GLM 5 Turbo	$0.011	24.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	Claude Sonnet 4.6 (Reasoning)	$0.041	24.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
69	Qwen 3.5 397B A17B	$0.035	4.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
44	Qwen 3.5 122B	$0.031	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Z.AI GLM 5	$0.017	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Qwen 3.5 27B	$0.022	1.5m	100%	100	100	100	100	100	100	100	100	100	100	100%
33	Gemini 3 Flash (Preview, Reasoning)	$0.025	38.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Gemini 3 Pro (Preview)	$0.044	25.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
47	Z.AI GLM 4.7	$0.010	2.9m	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Qwen 3.5 35B	$0.019	55.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	Qwen 3.5 9B	$0.0017	2.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
57	ByteDance Seed 2.0 Mini	$0.0044	4.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
22	Qwen 3.5 Flash	$0.0039	1.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
23	ByteDance Seed 2.0 Lite	$0.0065	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Stealth: Aurora Alpha	—	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	MoonshotAI: Kimi K2.5	$0.0098	1.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
3	GPT-5.4 Nano (Reasoning)	$0.0011	5.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	o4 Mini	$0.011	25.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	ByteDance Seed 1.6	$0.0078	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
8	Nemotron 3 Super	$0.0000	19.9s	99%	100	100	100	100	100	100	100	100	100	98	100%
9	GPT-5.4 Mini (Reasoning)	$0.0040	4.9s	99%	100	100	100	100	100	100	100	100	100	98	100%
13	GPT-5 Nano	$0.0013	31.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
12	GPT-5 Mini	$0.0033	15.8s	99%	100	100	100	100	100	100	100	100	100	98	100%
5	GPT-4o Mini (temp=0)	$0.0003	15.2s	99%	100	100	100	100	100	100	100	100	100	98	100%
20	GPT-5.4 (Reasoning)	$0.012	22.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
2	Gemini 3.1 Flash Lite (Preview)	$0.0006	1.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
37	o4 Mini High	$0.012	1.6m	99%	100	100	100	100	100	100	100	98	98	98	100%
16	GPT-5.1	$0.011	14.3s	99%	100	100	100	100	100	100	100	98	98	98	100%
11	GPT-4o, Aug. 6th (temp=1)	$0.0051	2.2s	99%	100	100	100	100	100	100	100	98	98	98	100%
15	GPT-5.2	$0.011	9.7s	98%	100	100	100	100	100	100	98	98	98	98	99%
4	Gemini 3 Flash (Preview)	$0.0012	1.8s	98%	100	100	100	100	100	100	98	98	98	98	99%
7	Inception Mercury 2	$0.0013	1.6s	95%	100	100	100	100	100	100	100	100	100	92	99%
6	Inception Mercury	$0.0002	4.2s	95%	100	100	100	100	100	100	100	100	100	92	99%
35	Grok 4.20 (Beta, Reasoning)	$0.028	15.1s	95%	100	100	100	100	100	100	100	100	98	92	99%
10	GPT-4.1	$0.0023	3.1s	95%	100	100	100	100	100	100	100	98	98	92	99%
31	Z.AI GLM 4.7 Flash	$0.0024	1.6m	94%	100	100	100	100	100	100	100	100	92	92	98%
19	GPT-4o Mini (temp=1)	$0.0003	46.8s	93%	100	100	100	100	100	98	98	98	92	92	98%
25	Claude Opus 4.5	$0.012	5.1s	87%	100	100	100	100	100	100	100	98	98	77	97%
14	GPT-4o, Aug. 6th (temp=0)	$0.0051	2.4s	92%	100	100	100	100	100	98	98	92	92	92	97%
27	GPT-5.4 Mini (Reasoning, Low)	$0.0026	2.6s	72%	100	100	100	100	100	100	100	100	98	54	95%
38	GPT-5	$0.017	21.1s	82%	100	100	100	100	100	100	98	98	77	77	95%
21	GPT-5.4 (Reasoning, Low)	$0.0044	3.4s	86%	100	100	98	98	98	98	92	92	92	77	95%
30	Claude Opus 4.6	$0.012	4.8s	81%	100	100	100	100	98	98	98	92	77	77	94%
29	GPT-4o, May 13th (temp=0)	$0.0096	11.8s	81%	100	100	100	100	98	98	98	92	77	77	94%
34	Claude Sonnet 4.6	$0.0076	4.4s	70%	100	100	98	98	98	92	92	92	92	54	92%
24	GPT-4.1 Mini	$0.0004	2.3s	75%	100	100	98	98	92	92	92	77	77	77	91%
48	Nemotron 3 Nano	$0.0003	20.6s	40%	100	100	100	100	100	100	100	100	100	0	90%
53	MiniMax M2.7	$0.0036	38.6s	40%	100	100	100	100	100	100	100	98	98	0	90%
45	GPT-5.4 Nano (Reasoning, Low)	$0.0009	4.3s	40%	100	100	100	100	100	100	98	98	98	0	90%
42	GPT-4o, May 13th (temp=1)	$0.0096	10.7s	62%	100	100	100	100	98	98	77	77	54	54	86%
41	GPT-5.4	$0.0033	3.5s	54%	100	98	98	98	92	92	92	77	77	27	85%
51	Claude 3.7 Sonnet	$0.0074	5.9s	43%	100	100	100	100	100	98	92	77	54	9	83%
50	GPT-5.4 Mini	$0.0011	1.2s	38%	100	100	100	98	98	98	92	77	54	0	82%
49	Gemini 2.5 Pro	$0.012	9.3s	58%	100	98	92	92	92	77	77	77	54	54	81%
55	DeepSeek V3 (2025-03-24)	$0.0007	6.5s	30%	100	100	100	98	92	92	92	92	27	0	79%
59	Claude Sonnet 4	$0.0075	4.5s	22%	100	100	100	98	98	98	98	92	2	0	79%
54	DeepSeek V3 (2024-12-26)	$0.0006	5.0s	35%	100	100	100	98	92	92	77	54	54	0	77%
52	Grok 4 Fast	$0.0004	2.6s	36%	100	100	98	92	92	92	77	77	27	9	77%
62	Z.AI GLM 4.6	$0.0043	51.4s	33%	100	100	98	98	92	77	54	54	54	2	73%
56	Llama 3.1 70B	$0.0015	1.7s	31%	100	100	98	98	92	77	54	54	27	9	71%
90	Claude Opus 4	$0.038	10.6s	23%	100	100	100	98	77	77	77	27	27	0	69%
79	Aion 2.0	$0.0060	1.2m	11%	100	100	100	100	100	98	77	0	0	0	68%
60	GPT-4.1 Nano	$0.0001	2.0s	21%	100	100	98	92	77	77	54	54	2	0	65%
64	LFM2 24B	$0.0001	5.0s	17%	100	100	92	92	77	54	54	27	0	0	60%
63	GPT-5.4 Nano	$0.0005	1.4s	23%	100	100	92	77	77	54	27	27	27	9	59%
71	Stealth: Healer Alpha	$0.0000	15.1s	5%	100	100	100	100	100	77	2	0	0	0	58%
68	Hermes 3 405B	$0.0000	13.3s	11%	100	100	98	98	77	77	27	0	0	0	58%
66	Stealth: Hunter Alpha	$0.0000	18.4s	18%	100	100	77	77	54	54	54	54	0	0	57%
73	Mistral Large 2	$0.0044	4.0s	7%	100	100	100	92	77	77	0	0	0	0	55%
65	Grok 4.20 (Beta)	$0.0014	947ms	17%	100	98	77	77	54	54	54	27	2	2	54%
102	Mistral Large	$0.018	1.1m	7%	100	100	92	92	92	54	0	0	0	0	53%
75	Grok 4	$0.0085	11.5s	12%	100	92	92	92	77	54	9	9	2	2	53%
70	Gemma 3 12B	$0.0001	3.3s	9%	100	92	92	92	92	54	2	2	0	0	53%
67	Gemini 2.5 Flash Lite	$0.0002	855ms	16%	98	98	77	77	54	54	27	27	0	0	51%
74	Claude 3.5 Sonnet	$0.0074	8.9s	13%	100	98	92	77	54	54	27	9	0	0	51%
85	MiniMax M2.5	$0.0016	33.5s	2%	100	100	100	100	92	9	0	0	0	0	50%
78	Claude Sonnet 4.5	$0.0074	4.6s	8%	100	100	98	77	77	27	9	9	0	0	50%
76	Mistral Medium 3.1	$0.0009	4.0s	4%	100	92	92	92	77	9	0	0	0	0	46%
77	Gemini 2.5 Flash Lite (Reasoning)	$0.0005	4.3s	5%	98	98	92	77	27	27	9	2	0	0	43%
72	Ministral 3 8B	$0.0003	1.3s	15%	77	77	77	77	77	27	9	0	0	0	42%
82	Llama 3.1 8B	$0.0003	828ms	0%	100	100	100	98	9	2	0	0	0	0	41%
83	Gemini 2.5 Flash	$0.0006	1.4s	0%	100	100	100	92	9	0	0	0	0	0	40%
95	Gemini 2.5 Flash (Reasoning)	$0.0055	10.0s	1%	100	100	100	77	9	9	2	2	0	0	40%
80	Z.AI GLM 4.5	$0.0007	5.9s	6%	100	100	92	27	27	27	9	9	2	0	39%
81	DeepSeek-V2 Chat	$0.0003	8.2s	8%	100	77	77	54	27	27	0	0	0	0	36%
87	Mistral Small 4 (Reasoning)	$0.0012	9.8s	4%	100	92	77	27	27	9	9	2	0	0	34%
86	Mistral Large 3	$0.0010	3.7s	5%	98	77	77	54	27	9	0	0	0	0	34%
92	Qwen 2.5 72B	$0.0007	4.7s	0%	100	100	77	54	2	0	0	0	0	0	33%
88	Ministral 3 3B	$0.0002	1.1s	1%	100	92	77	54	9	0	0	0	0	0	33%
89	Arcee AI: Trinity Large (Preview)	$0.0000	3.9s	2%	100	92	92	27	9	9	2	0	0	0	33%
84	Grok 4.1 Fast	$0.0005	4.7s	8%	92	77	54	54	54	0	0	0	0	0	33%
93	Cohere Command R+ (Aug. 2024)	$0.0055	3.4s	6%	92	77	54	54	27	9	9	0	0	0	32%
91	Ministral 3 14B	$0.0004	1.7s	0%	100	100	100	9	9	0	0	0	0	0	32%
94	Llama 3.1 Nemotron 70B	$0.0006	4.7s	5%	100	54	54	27	27	2	0	0	0	0	26%
96	Gemma 3 27B	$0.0002	4.7s	1%	98	92	27	27	9	0	0	0	0	0	25%
97	Hermes 3 70B	$0.0007	6.6s	0%	100	100	54	0	0	0	0	0	0	0	25%
100	DeepSeek V3.1	$0.0004	8.9s	0%	100	54	54	0	0	0	0	0	0	0	21%
99	DeepSeek V3.2	$0.0005	6.1s	0%	100	77	27	2	0	0	0	0	0	0	21%
98	Mistral Small 4	$0.0003	2.1s	0%	98	92	9	0	0	0	0	0	0	0	20%
101	Arcee AI: Trinity Mini	$0.0001	2.4s	0%	54	54	27	2	0	0	0	0	0	0	14%
107	Qwen 3 32B	$0.0004	11.6s	0%	100	9	9	2	0	0	0	0	0	0	12%
106	Qwen3 235B A22B Instruct 2507	$0.0003	6.8s	0%	77	27	0	0	0	0	0	0	0	0	10%
108	Claude Haiku 4.5	$0.0024	2.3s	0%	98	0	0	0	0	0	0	0	0	0	10%
103	Ministral 3B	$0.0001	914ms	0%	98	0	0	0	0	0	0	0	0	0	10%
104	Mistral Small Creative	$0.0002	1.1s	0%	92	0	0	0	0	0	0	0	0	0	9%
105	Ministral 8B	$0.0002	2.6s	0%	92	0	0	0	0	0	0	0	0	0	9%
110	Qwen 3.5 Plus (2026-02-15)	$0.0010	6.9s	0%	77	2	2	0	0	0	0	0	0	0	8%
111	Writer: Palmyra X5	$0.0020	3.9s	0%	27	27	9	2	0	0	0	0	0	0	7%
109	Mistral Small 3.2 24B	$0.0002	3.4s	0%	54	9	2	0	0	0	0	0	0	0	6%
112	ByteDance Seed 1.6 Flash	$0.0004	6.7s	0%	27	0	0	0	0	0	0	0	0	0	3%
115	Claude 3.5 Haiku	$0.0019	2.7s	0%	9	0	0	0	0	0	0	0	0	0	1%
114	Mistral NeMO	$0.0003	2.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
116	Rocinante 12B	$0.0007	23.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
113	Gemma 3 4B	$0.0001	2.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
118	Claude 3 Haiku	$0.0005	32.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
117	WizardLM 2 8x22b	$0.0018	21.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
65.04%

Write N of X

100 word summary

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)