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Performance Score Distribution (Top 20)

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	Score
Qwen3.6 Max Preview	100%
Gemini 3.1 Pro (Preview)	100%
Z.AI GLM 5.1	100%
Z.AI GLM 5 Turbo	100%
Claude Sonnet 4.6 (Reasoning)	100%
Grok 4.3 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
Claude Opus 4.7 (Reasoning)	100%
GPT-5.5 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.5 (Reasoning, Low)	100%
GPT-5.1	100%
MoonshotAI: Kimi K2.6	100%
GPT-5	100%
Qwen 3.5 397B A17B	100%
Gemma 4 31B (Reasoning)	100%
Qwen 3.5 122B	100%
Qwen 3.5 Plus (2026-04-20)	100%
Gemma 4 26B (Reasoning)	100%
GPT-5.4 (Reasoning, Low)	100%

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	697ms
Inception Mercury	100%	$0.0002	550ms
Arcee AI: Trinity Large (Preview)	85%	$0.0000	1.1s
Mistral Small Creative	100%	$0.0002	402ms
Gemini 2.5 Flash Lite	100%	$0.0002	432ms
Gemma 3 12B	100%	$0.0001	766ms
GPT-4.1 Nano	100%	$0.0001	1.5s
DeepSeek V4 Flash	99%	$0.0001	955ms
Mistral Small 3.2 24B	100%	$0.0002	759ms
Gemma 4 26B	100%	$0.0002	3.2s
Gemma 3 27B	100%	$0.0002	1.0s
Gemma 4 31B	100%	$0.0003	16.5s
Mistral Small 4	100%	$0.0002	638ms
GPT-5.4 Nano	100%	$0.0003	1.0s
GPT-4.1 Mini	100%	$0.0002	1.7s
Ministral 3 14B	100%	$0.0003	523ms
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0004	1.4s
Gemini 3.1 Flash Lite	100%	$0.0004	777ms
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	731ms
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0004	815ms

	Score	Cost	Speed	Stability
Stealth: Aurora Alpha	100%	—	697ms	100%
Inception Mercury	100%	$0.0002	550ms	100%
Gemini 2.5 Flash Lite	100%	$0.0002	432ms	100%
Inception Mercury 2	100%	$0.0004	560ms	100%
Gemma 3 12B	100%	$0.0001	766ms	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	731ms	100%
Gemini 3.1 Flash Lite	100%	$0.0004	777ms	100%
Ministral 3 14B	100%	$0.0003	523ms	100%
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0004	815ms	100%
Gemma 3 27B	100%	$0.0002	1.0s	100%
GPT-5.4 Nano	100%	$0.0003	1.0s	100%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0004	1.4s	100%
GPT-5.4 Mini	100%	$0.0007	741ms	100%
GPT-4.1 Mini	100%	$0.0002	1.7s	100%
GPT-5.4 Nano (Reasoning)	100%	$0.0005	1.8s	100%
Gemini 3 Flash (Preview)	100%	$0.0008	881ms	100%
Mistral Small 4	100%	$0.0002	638ms	99%
GPT-4o Mini (temp=0)	100%	$0.0002	3.0s	100%
Grok 4 Fast	100%	$0.0004	2.3s	100%
Gemma 4 26B	100%	$0.0002	3.2s	100%

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10 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
125	Qwen3.6 Max Preview	$0.018	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
137	Gemini 3.1 Pro (Preview)	$0.082	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
121	Z.AI GLM 5.1	$0.010	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
97	Z.AI GLM 5 Turbo	$0.0074	17.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
84	Claude Sonnet 4.6 (Reasoning)	$0.0094	6.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
83	Grok 4.3 (Reasoning)	$0.0044	17.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
59	GPT-5.4 (Reasoning)	$0.0040	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
92	Claude Opus 4.7 (Reasoning)	$0.013	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
86	GPT-5.5 (Reasoning)	$0.011	3.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	GPT-5 Mini	$0.0014	6.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
88	GPT-5.5 (Reasoning, Low)	$0.011	4.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	GPT-5.1	$0.0020	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
124	MoonshotAI: Kimi K2.6	$0.0089	1.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
81	GPT-5	$0.0062	11.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
136	Qwen 3.5 397B A17B	$0.024	2.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
129	Gemma 4 31B (Reasoning)	$0.0010	2.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
122	Qwen 3.5 122B	$0.019	47.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
109	Qwen 3.5 Plus (2026-04-20)	$0.0072	46.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
134	Gemma 4 26B (Reasoning)	$0.0019	3.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
53	GPT-5.4 (Reasoning, Low)	$0.0030	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
119	Z.AI GLM 5	$0.011	59.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
117	MoonshotAI: Kimi K2.5	$0.0080	1.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
126	Qwen 3.5 27B	$0.015	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
90	ByteDance Seed 1.6	$0.0024	24.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
79	Qwen 3.6 Flash	$0.0046	13.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	GPT-5.4 Mini (Reasoning)	$0.0011	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
99	Gemini 3 Flash (Preview, Reasoning)	$0.010	17.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
93	o4 Mini High	$0.0073	15.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
55	GPT-5.2	$0.0035	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
133	DeepSeek V4 Pro (Reasoning)	$0.0095	2.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
108	Qwen 3.6 27B	$0.0093	38.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
76	Qwen 3.6 35B	$0.0029	16.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
118	Gemini 3 Pro (Preview)	$0.028	19.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
135	Z.AI GLM 4.7	$0.0063	3.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
68	o4 Mini	$0.0040	7.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
111	Qwen 3.5 35B	$0.013	37.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
130	ByteDance Seed 2.0 Mini	$0.0023	2.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
70	Gemma 4 31B	$0.0003	16.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
47	GPT-OSS 120B	$0.0002	9.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Gemini 3.1 Flash Lite (Reasoning)	$0.0004	815ms	100%	100	100	100	100	100	100	100	100	100	100	100%
105	Qwen 3.5 Flash	$0.0030	42.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
128	Qwen 3.5 9B	$0.0014	2.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Gemini 3.1 Flash Lite (Preview)	$0.0004	731ms	100%	100	100	100	100	100	100	100	100	100	100	100%
20	Gemma 4 26B	$0.0002	3.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	Gemini 3.1 Flash Lite	$0.0004	777ms	100%	100	100	100	100	100	100	100	100	100	100	100%
28	GPT-5.4 Mini (Reasoning, Low)	$0.0010	2.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
107	Z.AI GLM 4.7 Flash	$0.0015	54.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
91	ByteDance Seed 2.0 Lite	$0.0025	24.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
34	Nemotron 3 Super	$0.0000	5.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Inception Mercury 2	$0.0004	560ms	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Stealth: Aurora Alpha	—	697ms	100%	100	100	100	100	100	100	100	100	100	100	100%
50	GPT-5 Nano	$0.0004	9.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	GPT-4o, Aug. 6th (temp=0)	$0.0040	1.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	GPT-5.4 Nano (Reasoning)	$0.0005	1.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Inception Mercury	$0.0002	550ms	100%	100	100	100	100	100	100	100	100	100	100	100%
18	GPT-4o Mini (temp=0)	$0.0002	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
72	MiniMax M2.7	$0.0014	15.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	GPT-5.5	$0.0078	1.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
103	Gemini 2.5 Pro	$0.016	12.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
75	Claude 3.5 Sonnet	$0.0055	10.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	GPT-5.4 Mini	$0.0007	741ms	100%	100	100	100	100	100	100	100	100	100	100	100%
42	Nemotron 3 Nano	$0.0002	7.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
94	Claude Opus 4.7	$0.013	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	Grok 4.1 Fast	$0.0004	4.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
64	Claude Sonnet 4	$0.0055	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
52	Gemini 2.5 Flash (Reasoning)	$0.0024	4.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	Gemini 3 Flash (Preview)	$0.0008	881ms	100%	100	100	100	100	100	100	100	100	100	100	100%
25	GPT-5.4	$0.0013	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
51	GPT-4o, Aug. 6th (temp=1)	$0.0040	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	Grok 4.20	$0.0015	760ms	100%	100	100	100	100	100	100	100	100	100	100	100%
12	GPT-5.4 Nano (Reasoning, Low)	$0.0004	1.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
82	GPT-4o Mini (temp=1)	$0.0002	26.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
44	ByteDance Seed 1.6 Flash	$0.0005	7.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
80	Claude Opus 4.6 (Reasoning)	$0.010	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	DeepSeek V4 Pro	$0.0012	10.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
114	Z.AI GLM 4.6	$0.0037	1.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
69	Claude 3.7 Sonnet	$0.0056	3.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	GPT-5.4 Nano	$0.0003	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	GPT-4.1	$0.0014	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	Grok 4 Fast	$0.0004	2.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	Grok 4.20 (Beta)	$0.0013	443ms	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Gemini 2.5 Flash Lite	$0.0002	432ms	100%	100	100	100	100	100	100	100	100	100	100	100%
96	Grok 4	$0.010	10.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
66	Claude Sonnet 4.5	$0.0056	2.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Gemma 3 12B	$0.0001	766ms	100%	100	100	100	100	100	100	100	100	100	100	100%
87	Claude Opus 4.6	$0.0093	7.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
112	Claude Opus 4	$0.028	6.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	GPT-4.1 Mini	$0.0002	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	Ministral 3 14B	$0.0003	523ms	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Gemma 3 27B	$0.0002	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
62	MiniMax M2.5	$0.0008	10.2s	99%	100	100	100	100	100	100	100	100	100	98	100%
49	Stealth: Healer Alpha	$0.0000	8.0s	99%	100	100	100	100	100	100	100	100	100	98	100%
37	Gemini 2.5 Flash Lite (Reasoning)	$0.0005	4.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
23	GPT-4.1 Nano	$0.0001	1.5s	99%	100	100	100	100	100	100	100	100	100	98	100%
57	Xiaomi MIMO v2.5 Pro	$0.0012	6.5s	99%	100	100	100	100	100	100	100	100	100	98	100%
38	Claude Haiku 4.5	$0.0019	1.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
33	Qwen 3.5 Plus (2026-02-15)	$0.0007	1.7s	99%	100	100	100	100	100	100	100	100	100	98	100%
60	Cohere Command R+ (Aug. 2024)	$0.0043	1.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
30	Mistral Medium 3.1	$0.0007	1.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
17	Mistral Small 4	$0.0002	638ms	99%	100	100	100	100	100	100	100	100	100	98	100%
58	DeepSeek V4 Flash (Reasoning)	$0.0002	8.1s	99%	100	100	100	100	100	100	100	100	98	98	100%
65	Mistral Small 4 (Reasoning)	$0.0009	10.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
22	Mistral Small Creative	$0.0002	402ms	99%	100	100	100	100	100	100	100	100	98	98	100%
101	GPT-4o, May 13th (temp=1)	$0.0080	23.4s	99%	100	100	100	100	100	100	100	100	98	98	100%
40	Stealth: Hunter Alpha	$0.0000	5.1s	99%	100	100	100	100	100	100	100	100	98	98	100%
35	DeepSeek-V2 Chat	$0.0002	2.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
26	Mistral Small 3.2 24B	$0.0002	759ms	99%	100	100	100	100	100	100	100	100	98	98	100%
48	Xiaomi MIMO v2.5	$0.0008	4.1s	99%	100	100	100	100	100	100	100	98	98	98	100%
78	Aion 2.0	$0.0022	14.8s	98%	100	100	100	100	100	100	100	98	98	98	99%
29	DeepSeek V4 Flash	$0.0001	955ms	99%	100	100	100	100	100	100	100	98	98	98	99%
100	GPT-4o, May 13th (temp=0)	$0.0080	21.8s	99%	100	100	100	100	100	100	100	98	98	98	99%
45	Grok 4.3	$0.0018	857ms	98%	100	100	100	100	100	100	98	98	98	98	99%
36	Z.AI GLM 4.5	$0.0004	2.0s	98%	100	100	100	100	100	100	98	98	98	98	99%
85	Claude Opus 4.5	$0.0093	2.4s	98%	100	100	100	100	100	100	98	98	98	98	99%
43	Mistral Large 3	$0.0008	837ms	98%	100	100	100	100	100	98	98	98	98	98	99%
56	DeepSeek V3.1	$0.0004	4.4s	98%	100	100	100	100	100	98	98	98	98	98	99%
63	DeepSeek V3 (2025-03-24)	$0.0005	2.1s	95%	100	100	100	100	100	100	100	100	98	92	99%
41	LFM2 24B	$0.0001	777ms	98%	100	98	98	98	98	98	98	98	98	98	99%
67	Ministral 3 8B	$0.0002	727ms	94%	100	100	98	98	98	98	98	98	98	92	98%
89	Claude Sonnet 4.6	$0.0056	1.5s	94%	100	100	100	100	100	100	98	98	92	92	98%
77	DeepSeek V3.2	$0.0004	6.0s	93%	100	100	100	100	100	98	98	98	92	92	98%
71	Llama 3.1 8B	$0.0003	459ms	93%	100	100	100	100	100	98	98	98	92	92	98%
74	DeepSeek V3 (2024-12-26)	$0.0006	1.1s	93%	100	100	100	100	98	98	98	98	92	92	98%
95	Ministral 3 3B	$0.0002	400ms	86%	100	100	100	100	98	98	98	98	98	77	97%
102	Writer: Palmyra X5	$0.0012	12.2s	86%	100	100	100	100	100	100	98	98	92	77	97%
106	Claude 3 Haiku	$0.0005	20.5s	85%	100	100	100	98	98	98	98	92	92	77	96%
98	Gemini 2.5 Flash	$0.0003	639ms	86%	100	100	100	100	100	98	92	92	92	77	95%
113	Hermes 3 405B	$0.0000	9.7s	72%	100	100	100	100	100	100	100	98	98	54	95%
110	Qwen3 235B A22B Instruct 2507	$0.0002	2.2s	72%	100	100	100	100	100	100	100	100	92	54	95%
116	Z.AI GLM 4.5 Air	$0.0005	7.2s	73%	98	98	98	98	98	98	92	92	92	54	92%
104	Arcee AI: Trinity Mini	$0.0001	303ms	84%	92	92	92	92	92	92	92	92	92	77	91%
115	Qwen 2.5 72B	$0.0006	1.2s	71%	100	98	98	98	98	98	92	92	77	54	91%
127	Qwen 3 32B	$0.0003	8.3s	57%	100	100	100	100	98	98	92	92	92	27	90%
132	Grok 4.20 (Beta, Reasoning)	$0.0070	4.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
120	Llama 3.1 Nemotron 70B	$0.0006	946ms	67%	98	98	98	92	92	92	92	77	77	54	87%
131	Arcee AI: Trinity Large (Preview)	$0.0000	1.1s	37%	100	100	100	100	100	100	100	98	54	0	85%
123	Llama 3.1 70B	$0.0014	573ms	69%	98	92	92	92	92	92	77	77	77	54	85%
139	Grok 4.20 (Reasoning)	$0.0048	14.1s	8%	100	100	100	100	100	100	100	0	0	0	70%
140	WizardLM 2 8x22b	$0.0013	16.0s	12%	100	100	100	98	98	77	54	2	0	0	63%
138	Mistral NeMO	$0.0002	816ms	13%	100	98	98	77	77	77	27	0	0	0	56%
141	Hermes 3 70B	$0.0006	1.7s	2%	100	98	98	92	92	0	0	0	0	0	48%
144	Mistral Large	$0.015	11.7s	4%	100	100	100	77	77	9	2	0	0	0	47%
143	Ministral 8B	$0.0002	939ms	1%	98	98	92	54	9	0	0	0	0	0	35%
142	Ministral 3B	$0.0001	390ms	2%	98	98	92	27	27	2	0	0	0	0	35%
145	Mistral Large 2	$0.0038	1.2s	0%	98	98	2	2	0	0	0	0	0	0	20%
146	Rocinante 12B	$0.0004	6.5s	0%	98	77	0	0	0	0	0	0	0	0	18%
147	Gemma 3 4B	$0.0001	612ms	0%	54	27	2	0	0	0	0	0	0	0	8%
94.96%