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

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	1.5s
Inception Mercury	100%	$0.0002	1.2s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0005	927ms
GPT-4o Mini (temp=0)	100%	$0.0003	3.4s
Inception Mercury 2	100%	$0.0008	1.0s
GPT-4.1 Mini	98%	$0.0003	2.1s
Gemini 3 Flash (Preview)	100%	$0.0010	1.2s
GPT-5.4 Nano (Reasoning)	100%	$0.0008	3.4s
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0008	3.9s
Stealth: Healer Alpha	98%	$0.0000	9.6s
GPT-4.1	97%	$0.0018	2.3s
GPT-4.1 Nano	93%	$0.0001	1.9s
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0019	2.7s
GPT-5.4 Mini	96%	$0.0008	888ms
Gemma 3 27B	85%	$0.0002	2.6s
Mistral Medium 3.1	95%	$0.0008	1.9s
GPT-5 Nano	100%	$0.0005	11.9s
Nemotron 3 Super	100%	$0.0000	13.8s
GPT-5.4	98%	$0.0024	2.1s
Qwen 3.5 Plus (2026-02-15)	81%	$0.0008	3.7s

	Score	Cost	Speed	Stability
Stealth: Aurora Alpha	100%	—	1.5s	100%
Inception Mercury	100%	$0.0002	1.2s	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0005	927ms	100%
Inception Mercury 2	100%	$0.0008	1.0s	100%
GPT-4o Mini (temp=0)	100%	$0.0003	3.4s	100%
Gemini 3 Flash (Preview)	100%	$0.0010	1.2s	100%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0008	3.9s	100%
GPT-5.4 Nano (Reasoning)	100%	$0.0008	3.4s	99%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0019	2.7s	100%
Nemotron 3 Super	100%	$0.0000	13.8s	100%
GPT-5 Nano	100%	$0.0005	11.9s	100%
GPT-5.4 Mini (Reasoning)	100%	$0.0025	2.8s	99%
GPT-5 Mini	100%	$0.0021	9.6s	100%
GPT-4.1 Mini	98%	$0.0003	2.1s	94%
GPT-4o, Aug. 6th (temp=0)	100%	$0.0045	1.7s	99%
GPT-5.4	98%	$0.0024	2.1s	94%
o4 Mini	100%	$0.0047	10.0s	100%
MiniMax M2.7	100%	$0.0018	23.1s	99%
GPT-5.2	100%	$0.0057	11.4s	100%
GPT-5.1	100%	$0.0065	7.6s	99%

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
59	Claude Opus 4.6 (Reasoning)	$0.031	13.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
76	Gemini 3.1 Pro (Preview)	$0.046	38.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	Z.AI GLM 5 Turbo	$0.0070	18.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	Claude Sonnet 4.6 (Reasoning)	$0.025	14.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	GPT-5 Mini	$0.0021	9.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
96	Qwen 3.5 397B A17B	$0.028	3.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
55	Qwen 3.5 122B	$0.021	49.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
50	Z.AI GLM 5	$0.013	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
68	MoonshotAI: Kimi K2.5	$0.017	1.9m	100%	100	100	100	100	100	100	100	100	100	100	100%
52	Qwen 3.5 27B	$0.016	58.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Gemini 3 Flash (Preview, Reasoning)	$0.016	26.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	o4 Mini High	$0.0062	13.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	Gemini 3 Pro (Preview)	$0.044	25.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
60	Z.AI GLM 4.7	$0.0060	2.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
47	Qwen 3.5 35B	$0.015	45.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
53	ByteDance Seed 2.0 Mini	$0.0021	2.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Qwen 3.5 Flash	$0.0031	50.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
48	Qwen 3.5 9B	$0.0013	1.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
57	Z.AI GLM 4.7 Flash	$0.0027	2.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
39	ByteDance Seed 2.0 Lite	$0.0045	48.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Nemotron 3 Super	$0.0000	13.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Inception Mercury 2	$0.0008	1.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Stealth: Aurora Alpha	—	1.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	GPT-4o Mini (temp=0)	$0.0003	3.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	GPT-5	$0.0098	12.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	GPT-5.2	$0.0057	11.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	o4 Mini	$0.0047	10.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Gemini 3.1 Flash Lite (Preview)	$0.0005	927ms	100%	100	100	100	100	100	100	100	100	100	100	100%
9	GPT-5.4 Mini (Reasoning, Low)	$0.0019	2.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Gemini 3 Flash (Preview)	$0.0010	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	GPT-5 Nano	$0.0005	11.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	ByteDance Seed 1.6	$0.0049	50.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Inception Mercury	$0.0002	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	Grok 4.20 (Beta, Reasoning)	$0.013	8.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	GPT-5.4 Nano (Reasoning, Low)	$0.0008	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	GPT-4o, May 13th (temp=0)	$0.0087	11.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-5.1	$0.0065	7.6s	99%	100	100	100	100	100	100	100	100	100	98	100%
12	GPT-5.4 Mini (Reasoning)	$0.0025	2.8s	99%	100	100	100	100	100	100	100	100	100	98	100%
8	GPT-5.4 Nano (Reasoning)	$0.0008	3.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
30	GPT-5.4 (Reasoning)	$0.0098	9.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
15	GPT-4o, Aug. 6th (temp=0)	$0.0045	1.7s	99%	100	100	100	100	100	100	100	100	100	98	100%
27	Gemini 2.5 Pro	$0.0090	7.0s	99%	100	100	100	100	100	100	100	100	98	98	100%
18	MiniMax M2.7	$0.0018	23.1s	99%	100	100	100	100	100	100	100	98	98	98	100%
33	GPT-4o Mini (temp=1)	$0.0003	41.5s	95%	100	100	100	100	100	100	100	100	100	92	99%
31	Grok 4	$0.0070	8.7s	94%	100	100	100	100	100	100	100	100	92	92	98%
35	Claude Opus 4.5	$0.011	3.5s	94%	100	100	100	100	100	100	100	100	92	92	98%
14	GPT-4.1 Mini	$0.0003	2.1s	94%	100	100	100	100	100	100	98	98	92	92	98%
16	GPT-5.4	$0.0024	2.1s	94%	100	100	100	100	100	100	98	98	92	92	98%
63	Claude Opus 4	$0.032	7.8s	93%	100	100	100	100	100	98	98	98	92	92	98%
22	Stealth: Healer Alpha	$0.0000	9.6s	87%	100	100	100	100	100	100	100	100	98	77	98%
44	GPT-4o, May 13th (temp=1)	$0.0087	28.8s	93%	100	100	100	100	100	100	98	92	92	92	97%
26	GPT-5.4 (Reasoning, Low)	$0.0032	2.2s	87%	100	100	100	100	100	100	98	98	98	77	97%
43	Claude Opus 4.6	$0.011	3.6s	86%	100	100	100	100	100	98	98	98	98	77	97%
24	GPT-4.1	$0.0018	2.3s	86%	100	100	100	100	100	100	98	98	92	77	97%
34	GPT-4o, Aug. 6th (temp=1)	$0.0045	1.7s	86%	100	100	100	100	100	100	98	92	92	77	96%
23	GPT-5.4 Mini	$0.0008	888ms	85%	100	100	100	100	98	98	98	92	92	77	96%
25	Mistral Medium 3.1	$0.0008	1.9s	85%	100	100	100	100	98	98	92	92	92	77	95%
38	Stealth: Hunter Alpha	$0.0000	21.0s	82%	100	100	100	100	100	100	100	92	77	77	95%
40	GPT-4.1 Nano	$0.0001	1.9s	72%	100	100	100	98	98	98	92	92	92	54	93%
42	Grok 4 Fast	$0.0005	4.7s	70%	100	100	100	98	98	98	98	92	77	54	92%
51	Z.AI GLM 4.6	$0.0023	37.7s	70%	100	100	100	100	100	100	98	77	77	54	91%
62	Grok 4.1 Fast	$0.0015	12.7s	42%	100	100	100	100	100	100	98	98	92	2	89%
69	Aion 2.0	$0.0036	39.5s	40%	100	100	100	100	100	100	100	100	77	0	88%
45	GPT-5.4 Nano	$0.0004	1.1s	67%	100	100	100	98	98	92	77	77	77	54	87%
54	Gemma 3 27B	$0.0002	2.6s	46%	100	100	100	98	98	98	92	77	77	9	85%
58	Gemini 2.5 Flash Lite	$0.0002	633ms	41%	100	100	98	98	98	92	92	92	77	2	85%
56	Gemini 2.5 Flash Lite (Reasoning)	$0.0004	3.3s	45%	100	100	100	100	98	92	92	77	77	9	85%
66	Claude Sonnet 4.6	$0.0065	2.6s	45%	100	100	100	98	98	92	92	77	77	9	84%
65	MiniMax M2.5	$0.0012	12.2s	39%	100	100	98	98	92	92	92	92	77	0	84%
61	Llama 3.1 Nemotron 70B	$0.0006	2.5s	41%	100	100	100	98	98	92	92	77	77	2	84%
64	Qwen 3.5 Plus (2026-02-15)	$0.0008	3.7s	39%	100	100	100	98	98	98	77	77	54	2	81%
71	Claude Sonnet 4.5	$0.0065	3.4s	32%	100	100	100	100	100	98	77	77	27	0	78%
67	Grok 4.20 (Beta)	$0.0016	726ms	38%	100	100	98	98	92	77	77	54	27	27	75%
70	Llama 3.1 70B	$0.0015	1.4s	32%	100	100	98	98	92	77	54	27	27	27	70%
80	Nemotron 3 Nano	$0.0002	12.4s	8%	100	100	100	100	100	100	100	0	0	0	70%
75	Claude 3.7 Sonnet	$0.0063	3.8s	30%	98	98	98	92	92	92	54	27	27	9	69%
72	Z.AI GLM 4.5	$0.0007	3.6s	26%	100	98	98	98	92	54	54	54	27	9	68%
74	DeepSeek V3 (2025-03-24)	$0.0005	4.4s	22%	100	98	98	92	92	77	54	54	2	0	67%
77	Ministral 3 14B	$0.0003	841ms	13%	100	100	100	92	92	77	77	2	2	0	64%
83	Claude 3.5 Sonnet	$0.0063	10.9s	23%	100	100	98	92	77	54	54	27	27	9	64%
85	Mistral Small 4 (Reasoning)	$0.0014	12.5s	13%	100	100	100	100	100	54	27	27	2	0	61%
81	Hermes 3 405B	$0.0000	8.9s	13%	100	98	98	98	92	77	27	9	2	0	60%
78	DeepSeek V3 (2024-12-26)	$0.0006	3.3s	16%	100	100	98	92	92	54	27	27	9	0	60%
84	Claude Haiku 4.5	$0.0021	1.9s	13%	100	100	98	98	77	77	27	9	2	0	59%
82	Mistral Small 3.2 24B	$0.0002	2.0s	11%	100	100	100	98	98	27	27	27	9	0	59%
93	Gemini 2.5 Flash (Reasoning)	$0.0066	11.4s	11%	100	100	100	92	92	54	27	2	2	0	57%
89	Claude Sonnet 4	$0.0065	3.1s	16%	98	92	92	77	54	54	27	27	2	0	52%
79	DeepSeek V3.1	$0.0003	8.4s	27%	100	77	54	54	54	54	54	27	27	9	51%
86	Qwen 3 32B	$0.0003	9.9s	13%	100	100	77	77	54	54	27	2	0	0	49%
88	LFM2 24B	$0.0001	3.7s	7%	100	98	92	77	77	9	9	9	2	2	48%
91	Mistral NeMO	$0.0003	3.3s	6%	100	100	92	77	54	27	2	0	0	0	45%
87	Llama 3.1 8B	$0.0003	551ms	10%	100	100	77	54	54	27	27	0	0	0	44%
92	Mistral Large 3	$0.0009	1.8s	6%	100	100	100	27	27	27	27	27	0	0	44%
94	Mistral Large 2	$0.0041	2.9s	8%	98	92	77	77	54	27	0	0	0	0	43%
90	DeepSeek-V2 Chat	$0.0003	15.2s	18%	92	92	54	54	54	54	27	0	0	0	43%
95	Ministral 8B	$0.0002	1.1s	2%	100	98	92	77	27	0	0	0	0	0	40%
97	DeepSeek V3.2	$0.0004	4.5s	2%	100	98	77	27	9	9	9	9	9	0	35%
98	Ministral 3 8B	$0.0003	788ms	1%	100	98	54	54	9	2	0	0	0	0	32%
104	ByteDance Seed 1.6 Flash	$0.0021	39.1s	0%	100	100	100	0	0	0	0	0	0	0	30%
99	Arcee AI: Trinity Mini	$0.0001	2.4s	1%	98	77	77	27	9	0	0	0	0	0	29%
101	Arcee AI: Trinity Large (Preview)	$0.0000	2.9s	0%	100	92	92	0	0	0	0	0	0	0	28%
100	Mistral Small 4	$0.0002	1.1s	1%	100	98	54	9	9	2	0	0	0	0	27%
102	Qwen 2.5 72B	$0.0007	2.3s	2%	92	77	54	27	9	2	2	0	0	0	26%
103	Ministral 3 3B	$0.0002	628ms	0%	98	54	54	2	2	0	0	0	0	0	21%
105	Qwen3 235B A22B Instruct 2507	$0.0003	3.3s	0%	54	0	0	0	0	0	0	0	0	0	5%
106	Gemma 3 12B	$0.0001	1.8s	0%	27	9	2	0	0	0	0	0	0	0	4%
118	Mistral Large	$0.017	43.6s	0%	27	2	0	0	0	0	0	0	0	0	3%
111	Claude 3.5 Haiku	$0.0016	6.4s	0%	27	0	0	0	0	0	0	0	0	0	3%
107	Ministral 3B	$0.0001	675ms	0%	9	9	2	2	0	0	0	0	0	0	2%
108	Gemma 3 4B	$0.0001	1.4s	0%	9	0	0	0	0	0	0	0	0	0	1%
114	Writer: Palmyra X5	$0.0017	8.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
110	Gemini 2.5 Flash	$0.0005	976ms	0%	0	0	0	0	0	0	0	0	0	0	0%
115	Cohere Command R+ (Aug. 2024)	$0.0050	2.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
117	Rocinante 12B	$0.0007	24.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
112	Hermes 3 70B	$0.0007	5.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
109	Mistral Small Creative	$0.0002	821ms	0%	0	0	0	0	0	0	0	0	0	0	0%
113	Claude 3 Haiku	$0.0005	13.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
116	WizardLM 2 8x22b	$0.0016	17.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
72.61%

Write N of X

50 word summary

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)