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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%
GPT-5.4 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.1	100%
Qwen 3.5 397B A17B	100%
GPT-5.4 (Reasoning, Low)	100%
Z.AI GLM 5	100%
MoonshotAI: Kimi K2.5	100%
Qwen 3.5 27B	100%
GPT-5.4 Mini (Reasoning)	100%
Gemini 3 Flash (Preview, Reasoning)	100%
o4 Mini High	100%
GPT-5.2	100%
MiniMax M2.7	100%
Gemini 3 Pro (Preview)	100%
Z.AI GLM 4.7	100%
o4 Mini	100%
Qwen 3.5 35B	100%

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	757ms
Inception Mercury	100%	$0.0002	657ms
Ministral 3 3B	100%	$0.0002	393ms
Inception Mercury 2	100%	$0.0004	637ms
GPT-4.1 Nano	100%	$0.0001	2.3s
GPT-5.4 Nano	99%	$0.0003	1.1s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	866ms
GPT-5.4 Mini	99%	$0.0005	685ms
GPT-4.1 Mini	99%	$0.0002	1.7s
Z.AI GLM 4.5	99%	$0.0004	2.1s
GPT-4o Mini (temp=0)	100%	$0.0002	3.0s
DeepSeek V3 (2025-03-24)	100%	$0.0004	2.4s
DeepSeek-V2 Chat	98%	$0.0002	2.8s
GPT-5.4 Nano (Reasoning)	100%	$0.0005	2.0s
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0005	1.9s
Qwen 2.5 72B	98%	$0.0007	1.3s
DeepSeek V3 (2024-12-26)	99%	$0.0006	1.4s
Stealth: Healer Alpha	99%	$0.0000	12.2s
Gemini 2.5 Flash Lite	98%	$0.0002	445ms
Nemotron 3 Super	100%	$0.0000	5.2s

	Score	Cost	Speed	Stability
Stealth: Aurora Alpha	100%	—	757ms	100%
Inception Mercury	100%	$0.0002	657ms	100%
Inception Mercury 2	100%	$0.0004	637ms	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	866ms	100%
Ministral 3 3B	100%	$0.0002	393ms	99%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0005	1.9s	100%
GPT-4o Mini (temp=0)	100%	$0.0002	3.0s	100%
GPT-5.4 Nano (Reasoning)	100%	$0.0005	2.0s	100%
Mistral Large 3	100%	$0.0008	998ms	100%
Gemini 3 Flash (Preview)	100%	$0.0009	1.1s	100%
GPT-4.1 Nano	100%	$0.0001	2.3s	99%
Nemotron 3 Super	100%	$0.0000	5.2s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0011	1.7s	100%
DeepSeek V3 (2025-03-24)	100%	$0.0004	2.4s	99%
GPT-4.1 Mini	99%	$0.0002	1.7s	98%
Z.AI GLM 4.5	99%	$0.0004	2.1s	98%
GPT-5.4 Mini (Reasoning)	100%	$0.0016	2.1s	100%
Gemini 2.5 Flash Lite (Reasoning)	100%	$0.0006	4.6s	99%
Grok 4.1 Fast	100%	$0.0005	4.0s	99%
GPT-4.1	99%	$0.0012	1.7s	98%

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20 word summary

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
77	Claude Opus 4.6 (Reasoning)	$0.022	13.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
101	Gemini 3.1 Pro (Preview)	$0.046	35.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	Z.AI GLM 5 Turbo	$0.0066	16.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
42	GPT-5.4 (Reasoning)	$0.0051	4.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	GPT-5 Mini	$0.0014	5.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	GPT-5.1	$0.0026	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
104	Qwen 3.5 397B A17B	$0.024	2.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
37	GPT-5.4 (Reasoning, Low)	$0.0043	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
90	Z.AI GLM 5	$0.013	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
91	MoonshotAI: Kimi K2.5	$0.015	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
87	Qwen 3.5 27B	$0.016	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
17	GPT-5.4 Mini (Reasoning)	$0.0016	2.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
66	Gemini 3 Flash (Preview, Reasoning)	$0.012	19.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
55	o4 Mini High	$0.0067	15.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	GPT-5.2	$0.0041	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
38	MiniMax M2.7	$0.0013	14.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
84	Gemini 3 Pro (Preview)	$0.028	17.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
99	Z.AI GLM 4.7	$0.0075	2.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
33	o4 Mini	$0.0029	5.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
75	Qwen 3.5 35B	$0.013	38.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
95	ByteDance Seed 2.0 Mini	$0.0027	2.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
63	Qwen 3.5 Flash	$0.0029	42.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
79	Qwen 3.5 9B	$0.0012	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
13	GPT-5.4 Mini (Reasoning, Low)	$0.0011	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Mistral Large 3	$0.0008	998ms	100%	100	100	100	100	100	100	100	100	100	100	100%
56	ByteDance Seed 2.0 Lite	$0.0029	30.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	Nemotron 3 Super	$0.0000	5.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Inception Mercury 2	$0.0004	637ms	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Stealth: Aurora Alpha	—	757ms	100%	100	100	100	100	100	100	100	100	100	100	100%
21	GPT-5 Nano	$0.0004	8.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	GPT-5.4 Nano (Reasoning)	$0.0005	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Inception Mercury	$0.0002	657ms	100%	100	100	100	100	100	100	100	100	100	100	100%
7	GPT-4o Mini (temp=0)	$0.0002	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
52	GPT-5	$0.0072	9.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	ByteDance Seed 1.6	$0.0036	35.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	GPT-5.4 Nano (Reasoning, Low)	$0.0005	1.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
74	Z.AI GLM 4.7 Flash	$0.0022	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
60	Claude Sonnet 4.6 (Reasoning)	$0.011	7.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
58	GPT-4o Mini (temp=1)	$0.0002	41.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Gemini 3 Flash (Preview)	$0.0009	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Gemini 3.1 Flash Lite (Preview)	$0.0004	866ms	100%	100	100	100	100	100	100	100	100	100	100	100%
68	Gemini 2.5 Pro	$0.015	12.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
67	GPT-4o, May 13th (temp=0)	$0.0082	32.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
69	Grok 4	$0.014	18.6s	99%	100	100	100	100	100	100	100	100	100	98	100%
46	Grok 4.20 (Beta, Reasoning)	$0.0064	3.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
47	Gemini 2.5 Flash (Reasoning)	$0.0050	8.9s	99%	100	100	100	100	100	100	100	100	100	98	100%
18	Gemini 2.5 Flash Lite (Reasoning)	$0.0006	4.6s	99%	100	100	100	100	100	100	100	100	100	98	100%
59	GPT-4o, May 13th (temp=1)	$0.0081	11.5s	99%	100	100	100	100	100	100	100	100	100	98	100%
14	DeepSeek V3 (2025-03-24)	$0.0004	2.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
5	Ministral 3 3B	$0.0002	393ms	99%	100	100	100	100	100	100	100	100	100	98	100%
44	Claude Sonnet 4.6	$0.0058	1.7s	99%	100	100	100	100	100	100	100	100	100	98	100%
11	GPT-4.1 Nano	$0.0001	2.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
22	GPT-5.4	$0.0018	1.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
25	Mistral Small 4 (Reasoning)	$0.0008	6.0s	99%	100	100	100	100	100	100	100	100	98	98	100%
19	Grok 4.1 Fast	$0.0005	4.0s	99%	100	100	100	100	100	100	100	98	98	98	100%
16	Z.AI GLM 4.5	$0.0004	2.1s	98%	100	100	100	100	100	100	100	98	98	98	99%
30	Qwen 3.5 Plus (2026-02-15)	$0.0007	7.4s	98%	100	100	100	100	100	100	100	98	98	98	99%
20	GPT-4.1	$0.0012	1.7s	98%	100	100	100	100	100	100	100	98	98	98	99%
15	GPT-4.1 Mini	$0.0002	1.7s	98%	100	100	100	100	100	100	100	98	98	98	99%
45	Claude 3.7 Sonnet	$0.0058	3.4s	99%	100	100	100	100	100	100	100	98	98	98	99%
23	Claude 3.5 Haiku	$0.0015	1.2s	98%	100	100	100	100	100	100	98	98	98	98	99%
39	GPT-4o, Aug. 6th (temp=1)	$0.0041	1.4s	98%	100	100	100	100	100	100	98	98	98	98	99%
48	ByteDance Seed 1.6 Flash	$0.0009	16.4s	95%	100	100	100	100	100	100	100	100	100	92	99%
40	Stealth: Healer Alpha	$0.0000	12.2s	95%	100	100	100	100	100	100	100	100	100	92	99%
31	Grok 4 Fast	$0.0005	3.3s	95%	100	100	100	100	100	100	100	100	100	92	99%
83	Claude Opus 4	$0.029	7.6s	98%	100	100	100	100	100	98	98	98	98	98	99%
28	DeepSeek V3 (2024-12-26)	$0.0006	1.4s	95%	100	100	100	100	100	100	100	100	98	92	99%
26	GPT-5.4 Nano	$0.0003	1.1s	95%	100	100	100	100	100	100	100	100	98	92	99%
43	MiniMax M2.5	$0.0010	11.7s	95%	100	100	100	100	100	100	100	98	98	92	99%
27	GPT-5.4 Mini	$0.0005	685ms	95%	100	100	100	100	100	100	100	98	98	92	99%
57	Claude 3.5 Sonnet	$0.0058	10.6s	95%	100	100	100	100	100	100	98	98	98	92	99%
41	GPT-4o, Aug. 6th (temp=0)	$0.0041	1.2s	98%	98	98	98	98	98	98	98	98	98	98	98%
34	Qwen 2.5 72B	$0.0007	1.3s	94%	100	100	100	100	100	100	100	100	92	92	98%
35	DeepSeek-V2 Chat	$0.0002	2.8s	94%	100	100	100	100	100	100	100	100	92	92	98%
64	Z.AI GLM 4.6	$0.0037	32.6s	94%	100	100	100	98	98	98	98	98	98	92	98%
51	Stealth: Hunter Alpha	$0.0000	21.0s	93%	100	100	100	100	100	98	98	98	92	92	98%
32	Gemini 2.5 Flash Lite	$0.0002	445ms	93%	100	100	100	100	100	98	98	98	92	92	98%
53	Claude Sonnet 4	$0.0058	2.2s	93%	100	100	100	98	98	98	98	98	92	92	98%
65	Aion 2.0	$0.0028	23.3s	86%	100	100	100	100	100	100	100	100	92	77	97%
49	Gemma 3 12B	$0.0001	1.1s	86%	100	100	100	100	100	98	98	98	92	77	96%
50	Ministral 3 8B	$0.0002	553ms	86%	100	100	98	98	98	98	92	92	92	77	95%
70	Claude Opus 4.6	$0.0097	5.6s	86%	100	98	98	98	98	98	92	92	92	77	95%
78	Claude Opus 4.5	$0.0097	2.8s	72%	100	100	100	100	98	98	98	98	92	54	94%
62	Mistral Small 3.2 24B	$0.0002	804ms	80%	100	98	98	98	98	98	92	77	77	77	92%
89	Nemotron 3 Nano	$0.0003	21.6s	41%	100	100	100	100	100	100	100	100	100	2	90%
103	Qwen 3.5 122B	$0.023	48.5s	40%	100	100	100	100	100	100	100	100	100	0	90%
71	Cohere Command R+ (Aug. 2024)	$0.0044	999ms	76%	100	98	98	98	98	92	77	77	77	77	90%
85	Hermes 3 405B	$0.0000	7.1s	41%	100	100	100	100	100	100	98	92	92	0	88%
73	Mistral Medium 3.1	$0.0007	954ms	66%	100	100	98	98	92	92	92	77	77	54	88%
72	Mistral Small 4	$0.0002	752ms	67%	100	100	100	100	98	92	77	77	77	54	88%
80	Claude Sonnet 4.5	$0.0058	2.5s	67%	100	98	98	92	92	92	92	77	77	54	87%
82	DeepSeek V3.1	$0.0004	2.8s	51%	100	100	100	98	98	92	92	77	54	27	84%
76	Ministral 3 14B	$0.0003	589ms	63%	100	98	92	77	77	77	77	77	77	77	83%
86	Llama 3.1 8B	$0.0003	661ms	43%	100	100	100	100	100	98	92	77	27	27	82%
92	Arcee AI: Trinity Large (Preview)	$0.0000	1.4s	31%	100	100	100	100	98	98	92	92	27	0	81%
88	Gemma 3 27B	$0.0002	1.6s	43%	100	98	98	92	92	92	77	77	27	27	78%
81	Mistral Small Creative	$0.0002	432ms	61%	100	77	77	77	77	77	77	77	77	54	77%
94	Qwen 3 32B	$0.0004	7.3s	28%	100	100	100	100	92	92	92	77	9	9	77%
93	Qwen3 235B A22B Instruct 2507	$0.0002	1.7s	35%	100	100	98	92	92	77	77	54	54	2	75%
96	Claude 3 Haiku	$0.0005	11.7s	31%	100	100	100	100	98	77	54	54	27	9	72%
97	Grok 4.20 (Beta)	$0.0008	615ms	26%	100	100	100	98	92	77	54	54	9	9	69%
100	Claude Haiku 4.5	$0.0019	1.6s	22%	100	100	100	98	77	54	54	27	27	9	65%
98	Gemini 2.5 Flash	$0.0003	644ms	31%	98	92	92	77	77	77	54	27	27	9	63%
102	Llama 3.1 Nemotron 70B	$0.0006	1.3s	6%	100	100	98	98	92	27	9	9	2	0	54%
105	DeepSeek V3.2	$0.0005	4.9s	4%	100	98	92	77	54	2	2	2	0	0	43%
106	Writer: Palmyra X5	$0.0013	9.0s	4%	92	92	77	54	27	9	0	0	0	0	35%
108	WizardLM 2 8x22b	$0.0014	14.8s	0%	100	98	98	0	0	0	0	0	0	0	30%
107	Ministral 3B	$0.0001	557ms	0%	92	92	54	0	0	0	0	0	0	0	24%
110	Hermes 3 70B	$0.0007	3.2s	0%	77	54	0	0	0	0	0	0	0	0	13%
109	Arcee AI: Trinity Mini	$0.0001	522ms	0%	77	54	0	0	0	0	0	0	0	0	13%
111	Ministral 8B	$0.0002	1.2s	0%	100	2	0	0	0	0	0	0	0	0	10%
112	Mistral NeMO	$0.0002	1.9s	0%	92	0	0	0	0	0	0	0	0	0	9%
114	Rocinante 12B	$0.0005	9.3s	0%	92	0	0	0	0	0	0	0	0	0	9%
118	Mistral Large	$0.016	11.8s	0%	54	9	9	0	0	0	0	0	0	0	7%
113	LFM2 24B	$0.0001	827ms	1%	54	2	2	2	2	2	2	0	0	0	6%
116	Llama 3.1 70B	$0.0014	759ms	0%	27	0	0	0	0	0	0	0	0	0	3%
115	Gemma 3 4B	$0.0001	698ms	0%	0	0	0	0	0	0	0	0	0	0	0%
117	Mistral Large 2	$0.0040	1.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
85.79%