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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%
Claude Sonnet 4.6 (Reasoning)	100%
Qwen 3.5 397B A17B	100%
Z.AI GLM 5	100%
Qwen 3.5 27B	100%
Gemini 3 Pro (Preview)	100%
Qwen 3.5 35B	100%
Qwen 3.5 Flash	100%
Gemini 3 Flash (Preview, Reasoning)	100%
Z.AI GLM 4.7	100%
Inception Mercury 2	100%
GPT-5 Nano	100%
Inception Mercury	100%
Nemotron 3 Nano	100%
Nemotron 3 Super	100%
Z.AI GLM 5 Turbo	100%
GPT-5.4 Mini (Reasoning)	100%
GPT-5.1	99%
GPT-5.4 Nano (Reasoning)	99%

	Score	Cost	Time
Stealth: Aurora Alpha	98%	—	6.5s
Inception Mercury	100%	$0.0004	3.7s
Inception Mercury 2	100%	$0.0017	2.3s
GPT-5.4 Nano (Reasoning)	99%	$0.0019	9.8s
GPT-5.4 Mini (Reasoning)	100%	$0.0063	7.4s
Nemotron 3 Super	100%	$0.0000	31.8s
GPT-4o, Aug. 6th (temp=0)	78%	$0.0062	3.8s
GPT-5 Nano	100%	$0.0015	35.2s
Nemotron 3 Nano	100%	$0.0008	51.1s
GPT-5 Mini	96%	$0.0038	20.4s
GPT-4.1	78%	$0.0035	3.5s
Mistral Large 3	65%	$0.0012	6.0s
GPT-5.1	99%	$0.014	16.6s
GPT-4o, Aug. 6th (temp=1)	72%	$0.0063	3.7s
o4 Mini	97%	$0.012	25.3s
GPT-5.2	99%	$0.019	19.9s
Qwen 3.5 Flash	100%	$0.0049	1.2m
GPT-5.4 (Reasoning)	99%	$0.018	16.6s
GPT-5.4 Mini (Reasoning, Low)	65%	$0.0026	2.8s
Gemini 3 Flash (Preview)	66%	$0.0015	2.5s

	Score	Cost	Speed	Stability
Inception Mercury	100%	$0.0004	3.7s	100%
Inception Mercury 2	100%	$0.0017	2.3s	100%
GPT-5.4 Nano (Reasoning)	99%	$0.0019	9.8s	98%
GPT-5.4 Mini (Reasoning)	100%	$0.0063	7.4s	99%
Nemotron 3 Super	100%	$0.0000	31.8s	100%
GPT-5 Nano	100%	$0.0015	35.2s	100%
GPT-5.1	99%	$0.014	16.6s	98%
Nemotron 3 Nano	100%	$0.0008	51.1s	100%
Stealth: Aurora Alpha	98%	—	6.5s	86%
GPT-5.4 (Reasoning)	99%	$0.018	16.6s	95%
GPT-5.2	99%	$0.019	19.9s	95%
o4 Mini	97%	$0.012	25.3s	92%
GPT-5 Mini	96%	$0.0038	20.4s	85%
Qwen 3.5 Flash	100%	$0.0049	1.2m	100%
Gemini 3 Flash (Preview, Reasoning)	100%	$0.026	40.2s	100%
Z.AI GLM 5 Turbo	100%	$0.022	49.1s	99%
GPT-5	97%	$0.025	34.8s	92%
Qwen 3.5 35B	100%	$0.027	1.2m	100%
o4 Mini High	97%	$0.020	43.8s	87%
Qwen 3.5 27B	100%	$0.026	1.8m	100%

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
27	Claude Opus 4.6 (Reasoning)	$0.121	42.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	Gemini 3.1 Pro (Preview)	$0.141	1.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
23	Claude Sonnet 4.6 (Reasoning)	$0.089	45.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Qwen 3.5 397B A17B	$0.040	4.9m	100%	100	100	100	100	100	100	100	100	100	100	100%
22	Z.AI GLM 5	$0.027	2.9m	100%	100	100	100	100	100	100	100	100	100	100	100%
20	Qwen 3.5 27B	$0.026	1.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Gemini 3 Pro (Preview)	$0.089	52.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	Qwen 3.5 35B	$0.027	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Qwen 3.5 Flash	$0.0049	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
15	Gemini 3 Flash (Preview, Reasoning)	$0.026	40.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	Z.AI GLM 4.7	$0.019	4.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Inception Mercury 2	$0.0017	2.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	GPT-5 Nano	$0.0015	35.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Inception Mercury	$0.0004	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	Nemotron 3 Nano	$0.0008	51.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Nemotron 3 Super	$0.0000	31.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	Z.AI GLM 5 Turbo	$0.022	49.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
4	GPT-5.4 Mini (Reasoning)	$0.0063	7.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
7	GPT-5.1	$0.014	16.6s	98%	100	100	100	100	100	100	100	98	98	98	99%
3	GPT-5.4 Nano (Reasoning)	$0.0019	9.8s	98%	100	100	100	100	100	100	100	98	98	98	99%
32	MoonshotAI: Kimi K2.5	$0.032	4.3m	98%	100	100	100	100	100	100	98	98	98	98	99%
11	GPT-5.2	$0.019	19.9s	95%	100	100	100	100	100	100	100	100	98	92	99%
10	GPT-5.4 (Reasoning)	$0.018	16.6s	95%	100	100	100	100	100	100	100	100	98	92	99%
9	Stealth: Aurora Alpha	—	6.5s	86%	100	100	100	100	100	100	100	100	100	77	98%
19	o4 Mini High	$0.020	43.8s	87%	100	100	100	100	100	100	100	98	98	77	97%
24	Qwen 3.5 122B	$0.040	1.7m	87%	100	100	100	100	100	100	100	98	98	77	97%
12	o4 Mini	$0.012	25.3s	92%	100	100	100	100	100	98	98	92	92	92	97%
17	GPT-5	$0.025	34.8s	92%	100	100	98	98	98	98	98	92	92	92	97%
13	GPT-5 Mini	$0.0038	20.4s	85%	100	100	100	100	98	98	98	98	92	77	96%
21	ByteDance Seed 1.6	$0.012	2.1m	86%	100	100	100	100	100	98	98	92	92	77	96%
37	Qwen 3.5 9B	$0.0022	3.1m	40%	100	100	100	100	100	100	100	100	100	0	90%
40	Z.AI GLM 4.7 Flash	$0.0045	3.0m	37%	100	100	100	100	100	100	100	100	54	0	85%
61	ByteDance Seed 2.0 Mini	$0.0041	4.6m	30%	100	100	100	100	100	100	100	100	27	0	83%
29	GPT-4o, Aug. 6th (temp=0)	$0.0062	3.8s	21%	100	98	98	98	98	98	98	92	0	0	78%
26	GPT-4.1	$0.0035	3.5s	36%	100	100	98	98	98	92	77	77	27	9	78%
45	ByteDance Seed 2.0 Lite	$0.011	2.1m	23%	100	100	100	100	100	100	100	54	9	0	76%
30	GPT-4o, Aug. 6th (temp=1)	$0.0063	3.7s	25%	98	98	98	98	92	92	77	54	9	0	72%
31	Gemini 3 Flash (Preview)	$0.0015	2.5s	25%	100	92	92	92	92	77	54	54	2	2	66%
34	GPT-5.4 Mini (Reasoning, Low)	$0.0026	2.8s	12%	100	100	100	98	98	77	77	2	0	0	65%
35	Grok 4	$0.010	17.2s	21%	100	100	98	92	92	77	54	27	9	0	65%
33	Mistral Large 3	$0.0012	6.0s	14%	100	100	100	98	92	92	54	9	0	0	65%
43	GPT-4o Mini (temp=1)	$0.0004	57.6s	12%	100	100	98	92	92	54	27	9	2	2	58%
42	Claude Sonnet 4.5	$0.0095	7.7s	7%	100	100	100	98	92	54	9	2	0	0	55%
48	MiniMax M2.7	$0.0031	46.5s	3%	100	100	100	98	98	27	0	0	0	0	52%
50	Gemini 2.5 Pro	$0.016	13.3s	3%	100	100	98	92	92	9	0	0	0	0	49%
38	Gemini 3.1 Flash Lite (Preview)	$0.0008	1.7s	15%	98	92	77	77	54	54	27	9	2	0	49%
41	LFM2 24B	$0.0001	7.9s	8%	98	92	92	92	54	27	27	0	0	0	48%
44	GPT-5.4 (Reasoning, Low)	$0.0064	5.8s	11%	100	100	77	54	54	27	27	9	0	0	45%
74	Grok 4.20 (Beta, Reasoning)	$0.040	25.5s	3%	100	100	100	77	54	0	0	0	0	0	43%
46	GPT-5.4 Nano (Reasoning, Low)	$0.0007	3.2s	4%	100	92	92	77	54	2	0	0	0	0	42%
52	Stealth: Healer Alpha	$0.0000	33.4s	0%	100	100	100	77	0	0	0	0	0	0	38%
47	GPT-4.1 Nano	$0.0002	3.5s	6%	100	98	77	27	27	27	0	0	0	0	36%
49	Ministral 3 14B	$0.0004	2.8s	3%	100	98	77	54	27	0	0	0	0	0	36%
60	GPT-4o, May 13th (temp=1)	$0.011	13.5s	0%	100	100	77	9	2	0	0	0	0	0	29%
53	Gemma 3 12B	$0.0001	8.6s	0%	100	98	77	9	0	0	0	0	0	0	28%
51	Ministral 3 8B	$0.0003	1.8s	0%	100	100	54	27	0	0	0	0	0	0	28%
54	DeepSeek V3 (2024-12-26)	$0.0008	8.4s	0%	100	100	77	0	0	0	0	0	0	0	28%
57	GPT-5.4	$0.0053	6.5s	0%	77	77	54	54	2	0	0	0	0	0	26%
55	Arcee AI: Trinity Large (Preview)	$0.0000	6.4s	0%	98	92	54	0	0	0	0	0	0	0	24%
56	Gemini 2.5 Flash Lite (Reasoning)	$0.0008	6.3s	0%	77	54	54	54	0	0	0	0	0	0	24%
58	Grok 4 Fast	$0.0004	4.2s	0%	98	77	27	9	2	0	0	0	0	0	21%
59	GPT-5.4 Mini	$0.0016	1.8s	0%	100	100	9	2	0	0	0	0	0	0	21%
65	GPT-4o Mini (temp=0)	$0.0004	28.7s	0%	77	77	54	0	0	0	0	0	0	0	21%
69	Aion 2.0	$0.0028	24.0s	0%	100	92	0	0	0	0	0	0	0	0	19%
64	MiniMax M2.5	$0.0014	20.5s	0%	98	92	0	0	0	0	0	0	0	0	19%
118	Claude Opus 4	$0.048	1.3m	0%	98	92	0	0	0	0	0	0	0	0	19%
83	Claude Opus 4.5	$0.016	8.3s	0%	100	77	9	0	0	0	0	0	0	0	19%
63	DeepSeek V3.1	$0.0006	17.9s	0%	100	77	0	0	0	0	0	0	0	0	18%
85	Claude Opus 4.6	$0.016	8.5s	1%	92	27	27	9	2	2	0	0	0	0	16%
62	DeepSeek V3.2	$0.0005	8.9s	0%	100	54	2	0	0	0	0	0	0	0	16%
76	Writer: Palmyra X5	$0.0027	8.4s	0%	77	27	27	0	0	0	0	0	0	0	13%
75	Qwen3 235B A22B Instruct 2507	$0.0003	12.2s	0%	100	27	2	0	0	0	0	0	0	0	13%
79	DeepSeek V3 (2025-03-24)	$0.0005	16.9s	0%	98	27	0	0	0	0	0	0	0	0	13%
108	Gemini 2.5 Flash (Reasoning)	$0.014	24.7s	0%	92	27	0	0	0	0	0	0	0	0	12%
66	GPT-4.1 Mini	$0.0006	3.6s	0%	77	27	9	2	0	0	0	0	0	0	12%
78	Mistral Medium 3.1	$0.0012	6.6s	0%	77	27	9	0	0	0	0	0	0	0	11%
72	Grok 4.1 Fast	$0.0004	5.7s	0%	100	9	2	0	0	0	0	0	0	0	11%
70	Arcee AI: Trinity Mini	$0.0001	3.0s	0%	98	2	0	0	0	0	0	0	0	0	10%
68	Mistral Small Creative	$0.0003	1.9s	0%	100	0	0	0	0	0	0	0	0	0	10%
73	GPT-5.4 Nano	$0.0006	2.3s	0%	100	0	0	0	0	0	0	0	0	0	10%
71	Mistral Small 4	$0.0003	2.7s	0%	100	0	0	0	0	0	0	0	0	0	10%
77	Gemma 3 4B	$0.0001	3.8s	0%	98	0	0	0	0	0	0	0	0	0	10%
67	Ministral 3 3B	$0.0002	1.1s	0%	98	0	0	0	0	0	0	0	0	0	10%
86	Claude Sonnet 4	$0.0098	7.4s	0%	92	0	0	0	0	0	0	0	0	0	9%
81	Claude Haiku 4.5	$0.0030	4.1s	0%	92	0	0	0	0	0	0	0	0	0	9%
80	Gemini 2.5 Flash	$0.0010	2.0s	0%	77	0	0	0	0	0	0	0	0	0	8%
82	Grok 4.20 (Beta)	$0.0024	1.6s	0%	54	9	9	0	0	0	0	0	0	0	7%
84	Gemma 3 27B	$0.0002	8.8s	0%	27	27	2	0	0	0	0	0	0	0	6%
89	Qwen 3 32B	$0.0004	16.4s	0%	54	0	0	0	0	0	0	0	0	0	5%
101	Cohere Command R+ (Aug. 2024)	$0.0064	5.7s	0%	27	0	0	0	0	0	0	0	0	0	3%
93	DeepSeek-V2 Chat	$0.0003	12.0s	0%	27	0	0	0	0	0	0	0	0	0	3%
117	Z.AI GLM 4.6	$0.0039	58.3s	0%	9	0	0	0	0	0	0	0	0	0	1%
104	ByteDance Seed 1.6 Flash	$0.0008	15.1s	0%	9	0	0	0	0	0	0	0	0	0	1%
88	Gemini 2.5 Flash Lite	$0.0003	1.2s	0%	2	0	0	0	0	0	0	0	0	0	0%
111	Claude Sonnet 4.6	$0.0098	7.5s	0%	2	0	0	0	0	0	0	0	0	0	0%
114	GPT-4o, May 13th (temp=0)	$0.011	16.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
110	Claude 3.7 Sonnet	$0.0092	7.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
107	Qwen 3.5 Plus (2026-02-15)	$0.0013	13.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
115	Mistral Small 4 (Reasoning)	$0.0028	33.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
102	Stealth: Hunter Alpha	$0.0000	12.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
100	Claude 3.5 Haiku	$0.0024	5.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
109	Rocinante 12B	$0.0006	24.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
97	Qwen 2.5 72B	$0.0007	6.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
103	Claude 3 Haiku	$0.0007	12.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
96	Z.AI GLM 4.5	$0.0007	4.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
112	Claude 3.5 Sonnet	$0.0084	10.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
106	Hermes 3 405B	$0.0000	16.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
105	Mistral Large 2	$0.0046	4.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
116	Mistral Large	$0.019	16.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
94	Mistral Small 3.2 24B	$0.0002	4.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
95	Llama 3.1 70B	$0.0016	2.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
98	Llama 3.1 Nemotron 70B	$0.0006	7.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
99	Hermes 3 70B	$0.0007	7.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
113	WizardLM 2 8x22b	$0.0017	28.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
92	Mistral NeMO	$0.0003	2.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
91	Ministral 8B	$0.0002	1.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
90	Llama 3.1 8B	$0.0004	969ms	0%	0	0	0	0	0	0	0	0	0	0	0%
87	Ministral 3B	$0.0001	1.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
41.71%

Write N of X

200 word summary

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)