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Performance Score Distribution (Top 20)

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	Score
Claude Opus 4.6 (Reasoning)	100%
Qwen3.7 Max	100%
Gemini 3.1 Pro (Preview)	100%
GPT-5.4 (Reasoning)	100%
Z.AI GLM 5.1	100%
Qwen3.6 Max Preview	100%
Z.AI GLM 5.2 (Reasoning, High)	100%
Gemini 3.5 Flash (Reasoning)	100%
Z.AI GLM 5 Turbo	100%
MoonshotAI: Kimi K2.6	100%
GPT-5.5 (Reasoning, Low)	100%
GPT-5	100%
GPT-5 Mini	100%
Qwen 3.5 397B A17B	100%
Grok 4.3 (Reasoning)	100%
Grok 4.20 (Beta, Reasoning)	100%
GPT-5.4 (Reasoning, Low)	100%
Grok 4.20 (Reasoning)	100%
Claude Sonnet 4.6	100%
Qwen 3.5 122B	100%

	Score	Cost	Time
Mistral Small 3.2 24B	100%	$0.0003	5.5s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0010	2.3s
DeepSeek V4 Flash	100%	$0.0002	5.3s
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0010	3.3s
GPT-5.4 Nano	99%	$0.0009	2.8s
Gemini 3.1 Flash Lite	99%	$0.0010	3.4s
DeepSeek V4 Flash (Reasoning)	100%	$0.0002	6.2s
Gemma 3 4B	100%	$0.0001	6.6s
Grok 4 Fast	100%	$0.0005	5.3s
Grok 4.20 (Beta)	100%	$0.0025	1.6s
Gemma 4 26B	99%	$0.0003	8.1s
GPT-5.4 Nano (Reasoning)	99%	$0.0013	6.1s
GPT-5.4 Mini	100%	$0.0027	2.8s
Llama 3.1 8B	90%	$0.0004	2.3s
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0029	3.0s
Grok 4.1 Fast	88%	$0.0006	7.5s
Gemini 3 Flash (Preview)	100%	$0.0021	3.9s
Stealth: Hunter Alpha	90%	$0.0000	10.4s
Xiaomi MIMO v2.5	91%	$0.0016	8.2s
Stealth: Healer Alpha	94%	$0.0000	9.4s

	Score	Cost	Speed	Stability
DeepSeek V4 Flash	100%	$0.0002	5.3s	100%
Mistral Small 3.2 24B	100%	$0.0003	5.5s	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0010	2.3s	99%
DeepSeek V4 Flash (Reasoning)	100%	$0.0002	6.2s	100%
Gemma 3 4B	100%	$0.0001	6.6s	100%
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0010	3.3s	99%
Grok 4.20 (Beta)	100%	$0.0025	1.6s	100%
Gemini 3.1 Flash Lite	99%	$0.0010	3.4s	99%
Grok 4 Fast	100%	$0.0005	5.3s	99%
Gemini 3 Flash (Preview)	100%	$0.0021	3.9s	100%
GPT-5.4 Mini	100%	$0.0027	2.8s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0029	3.0s	100%
Mistral Large 3	100%	$0.0014	7.7s	100%
Grok 4.3	100%	$0.0027	4.7s	99%
GPT-5.4 Nano	99%	$0.0009	2.8s	95%
Grok 4.20	100%	$0.0027	5.4s	99%
Gemma 4 26B	99%	$0.0003	8.1s	95%
Llama 3.1 Nemotron 70B	100%	$0.0007	14.8s	100%
GPT-5.4 Nano (Reasoning)	99%	$0.0013	6.1s	95%
GPT-5.4 Mini (Reasoning)	100%	$0.0044	7.9s	100%

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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
98	Claude Opus 4.6 (Reasoning)	$0.040	21.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
104	Qwen3.7 Max	$0.031	53.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
103	Gemini 3.1 Pro (Preview)	$0.039	33.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
58	GPT-5.4 (Reasoning)	$0.017	16.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
87	Z.AI GLM 5.1	$0.013	1.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
114	Qwen3.6 Max Preview	$0.026	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
49	Z.AI GLM 5.2 (Reasoning, High)	$0.0088	27.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
70	Gemini 3.5 Flash (Reasoning)	$0.025	10.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	Z.AI GLM 5 Turbo	$0.0065	16.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	MoonshotAI: Kimi K2.6	$0.0087	51.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
60	GPT-5.5 (Reasoning, Low)	$0.021	9.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
52	GPT-5	$0.012	21.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	GPT-5 Mini	$0.0029	16.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
119	Qwen 3.5 397B A17B	$0.017	2.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
54	Grok 4.3 (Reasoning)	$0.0067	39.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	Grok 4.20 (Beta, Reasoning)	$0.0065	4.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	GPT-5.4 (Reasoning, Low)	$0.0091	8.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Grok 4.20 (Reasoning)	$0.0038	11.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	Claude Sonnet 4.6	$0.013	11.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
131	Qwen 3.5 122B	$0.041	1.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
82	Qwen 3.5 27B	$0.011	56.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Gemini 3 Flash (Preview, Reasoning)	$0.0098	16.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-5.4 Mini (Reasoning)	$0.0044	7.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
75	Qwen 3.5 Plus (2026-04-20)	$0.0088	51.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
63	Z.AI GLM 5	$0.0081	41.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
51	ByteDance Seed 1.6	$0.0040	40.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	GPT-5.5	$0.020	11.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	Qwen 3.6 Flash	$0.0055	18.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
116	DeepSeek V4 Pro (Reasoning)	$0.0086	2.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
113	Gemma 4 26B (Reasoning)	$0.0013	2.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
84	Gemini 3 Pro (Preview)	$0.029	17.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
81	Qwen 3.6 27B	$0.012	53.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	DeepSeek V4 Flash (Reasoning)	$0.0002	6.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Qwen 3.6 35B	$0.0070	29.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
64	Qwen 3.5 35B	$0.011	35.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	Qwen 3.5 Plus (2026-02-15)	$0.0016	17.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
48	Qwen 3.5 Flash	$0.0024	41.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	GPT-5.4	$0.0081	9.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Mistral Large 3	$0.0014	7.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
88	ByteDance Seed 2.0 Lite	$0.0070	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
28	DeepSeek-V2 Chat	$0.0004	27.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
85	Qwen 3.5 9B	$0.0011	1.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
12	GPT-5.4 Mini (Reasoning, Low)	$0.0029	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	Grok 4.20 (Beta)	$0.0025	1.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	DeepSeek V4 Flash	$0.0002	5.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	GPT-5.4 Mini	$0.0027	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Mistral Small 3.2 24B	$0.0003	5.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
74	Claude Sonnet 4.6 (Reasoning)	$0.022	19.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
44	MoonshotAI: Kimi K2.5	$0.0047	32.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
76	Gemma 4 31B (Reasoning)	$0.0010	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
38	o4 Mini	$0.0078	17.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Gemini 3 Flash (Preview)	$0.0021	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	Z.AI GLM 4.7 Flash	$0.0010	37.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	GPT-5 Nano	$0.0011	31.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	DeepSeek V3 (2025-03-24)	$0.0007	17.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
78	Claude Opus 4.8 (Reasoning)	$0.028	10.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
83	Z.AI GLM 4.7	$0.0042	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
90	ByteDance Seed 2.0 Mini	$0.0017	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
41	Gemma 4 31B	$0.0004	39.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
57	Gemini 2.5 Pro	$0.018	14.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
71	Claude Opus 4.7 (Reasoning)	$0.026	7.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	Aion 2.0	$0.0031	28.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
55	Claude Opus 4.5	$0.019	11.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	Llama 3.1 Nemotron 70B	$0.0007	14.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
68	Claude Opus 4.7	$0.026	7.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Gemma 3 4B	$0.0001	6.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
86	GPT-5.5 (Reasoning)	$0.030	13.6s	99%	100	100	100	100	100	100	100	100	100	98	100%
16	Grok 4.20	$0.0027	5.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
21	Nemotron 3 Super	$0.0000	17.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
14	Grok 4.3	$0.0027	4.7s	99%	100	100	100	100	100	100	100	100	100	98	100%
42	o4 Mini High	$0.0084	19.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
3	Gemini 3.1 Flash Lite (Preview)	$0.0010	2.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
6	Gemini 3.1 Flash Lite (Reasoning)	$0.0010	3.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
67	Claude Opus 4.6	$0.021	14.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
80	Claude Opus 4.8 (Reasoning, Low)	$0.029	10.6s	99%	100	100	100	100	100	100	100	100	98	98	100%
9	Grok 4 Fast	$0.0005	5.3s	99%	100	100	100	100	100	100	100	100	98	98	100%
8	Gemini 3.1 Flash Lite	$0.0010	3.4s	99%	100	100	100	100	100	100	100	98	98	98	99%
31	GPT-5.2	$0.0074	9.0s	98%	100	100	100	100	100	100	98	98	98	98	99%
59	GPT-5.1	$0.014	18.4s	95%	100	100	100	100	100	100	100	100	100	92	99%
17	Gemma 4 26B	$0.0003	8.1s	95%	100	100	100	100	100	100	100	100	100	92	99%
19	GPT-5.4 Nano (Reasoning)	$0.0013	6.1s	95%	100	100	100	100	100	100	100	100	98	92	99%
23	Gemini 2.5 Flash Lite (Reasoning)	$0.0009	10.2s	95%	100	100	100	100	100	100	100	100	98	92	99%
69	Z.AI GLM 4.6	$0.0031	54.3s	95%	100	100	100	100	100	100	98	98	98	92	99%
15	GPT-5.4 Nano	$0.0009	2.8s	95%	100	100	100	100	100	100	98	98	98	92	99%
65	GPT-OSS 120B	$0.0006	51.1s	94%	100	100	100	100	100	100	98	98	92	92	98%
47	GPT-4o Mini (temp=1)	$0.0005	34.2s	94%	100	100	100	100	100	100	98	98	92	92	98%
66	GPT-4o Mini (temp=0)	$0.0004	52.5s	93%	100	100	98	98	98	98	98	98	92	92	97%
45	Qwen 3 32B	$0.0005	21.0s	87%	100	100	100	100	100	100	98	98	98	77	97%
53	Claude Sonnet 4.5	$0.011	9.0s	92%	100	100	98	98	98	98	98	92	92	92	97%
30	Inception Mercury	$0.0005	2.1s	85%	100	100	100	100	98	98	98	98	92	77	96%
34	Inception Mercury 2	$0.0012	1.7s	85%	100	100	100	100	98	98	98	92	92	77	96%
62	Mistral Small 4 (Reasoning)	$0.0011	11.3s	72%	100	100	100	100	100	100	100	100	98	54	95%
129	Claude Opus 4	$0.060	20.1s	82%	100	100	100	100	100	100	98	92	77	77	95%
56	Stealth: Healer Alpha	$0.0000	9.4s	72%	100	100	100	100	100	100	100	98	92	54	94%
77	Stealth: Aurora Alpha	—	9.2s	72%	100	100	100	100	100	100	100	92	92	54	94%
50	GPT-5.4 Nano (Reasoning, Low)	$0.0009	3.2s	77%	100	100	100	98	92	92	92	92	77	77	92%
91	Xiaomi MIMO v2.5	$0.0016	8.2s	46%	100	100	100	100	100	100	100	100	98	9	91%
93	GPT-4.1	$0.0045	5.8s	46%	100	100	100	100	100	100	98	98	98	9	90%
108	Claude Sonnet 4	$0.013	13.2s	45%	100	100	100	100	100	98	98	98	98	9	90%
95	Stealth: Hunter Alpha	$0.0000	10.4s	41%	100	100	100	100	100	100	100	100	100	2	90%
79	Llama 3.1 8B	$0.0004	2.3s	56%	100	100	100	100	100	98	98	98	77	27	90%
96	DeepSeek V3.1	$0.0010	8.1s	40%	100	100	100	100	100	100	100	98	98	0	90%
97	ByteDance Seed 1.6 Flash	$0.0007	10.2s	41%	100	100	100	100	100	100	98	98	92	0	89%
72	Cydonia 24B V4.1	$0.0006	9.7s	69%	100	100	100	100	100	100	77	77	77	54	89%
89	Grok 4.1 Fast	$0.0006	7.5s	51%	100	100	100	100	100	100	100	100	54	27	88%
105	DeepSeek V3.2	$0.0007	26.4s	41%	100	100	100	100	100	100	100	98	77	2	88%
106	DeepSeek V4 Pro	$0.0020	40.4s	51%	100	100	100	100	98	98	98	92	54	27	87%
99	Mistral Medium 3.1	$0.0017	10.2s	40%	100	100	100	100	100	98	98	92	77	0	87%
92	Gemini 3.5 Flash (Reasoning, Minimal)	$0.0060	3.0s	52%	98	98	98	98	98	98	98	92	54	27	86%
115	MiniMax M2.7	$0.0038	49.3s	45%	100	100	100	98	98	92	92	92	77	9	86%
101	Z.AI GLM 4.5 Air	$0.0009	13.8s	41%	100	100	100	100	98	98	92	92	77	0	86%
110	MiniMax M3	$0.0015	33.8s	42%	100	100	100	100	100	100	98	92	54	9	85%
102	Gemma 3 27B	$0.0003	16.4s	42%	100	100	100	100	98	98	98	92	54	9	85%
94	Mistral Small Creative	$0.0003	2.7s	43%	100	100	100	98	98	98	92	92	54	9	84%
100	DeepSeek V3 (2024-12-26)	$0.0009	12.7s	43%	100	100	100	100	98	98	92	92	27	27	84%
107	Nemotron 3 Nano	$0.0004	27.1s	43%	100	100	100	100	100	100	98	77	27	27	83%
127	Grok 4	$0.012	18.0s	20%	100	100	100	100	100	100	100	100	0	0	80%
117	Writer: Palmyra X5	$0.0034	7.7s	20%	100	100	100	100	100	100	100	100	0	0	80%
109	Xiaomi MIMO v2.5 Pro	$0.0020	11.0s	36%	100	100	100	100	100	98	77	54	54	0	78%
137	Claude 3.5 Sonnet	$0.011	53.6s	27%	100	100	100	100	100	100	100	27	27	9	76%
122	Gemma 3 12B	$0.0002	14.1s	21%	100	100	100	100	100	100	98	54	2	0	75%
112	Ministral 3 8B	$0.0003	3.1s	27%	100	100	100	100	92	77	77	77	9	9	74%
111	Llama 3.1 70B	$0.0018	3.9s	32%	100	100	98	92	92	92	77	54	27	2	73%
123	Gemini 2.5 Flash (Reasoning)	$0.0053	10.0s	30%	100	100	98	92	92	92	77	27	27	9	72%
120	GPT-4o, Aug. 6th (temp=1)	$0.0073	4.4s	31%	100	100	98	92	77	77	77	54	27	9	71%
138	GPT-4o, May 13th (temp=1)	$0.013	51.2s	28%	100	100	100	98	92	77	54	54	27	2	70%
118	GPT-4o, Aug. 6th (temp=0)	$0.0069	4.1s	32%	100	98	98	98	92	77	54	27	27	27	70%
130	Hermes 3 405B	$0.0000	24.7s	8%	100	100	100	100	100	100	100	0	0	0	70%
128	WizardLM 2 8x22b	$0.0019	30.9s	22%	100	100	98	98	92	92	77	27	9	2	70%
121	GPT-4.1 Mini	$0.0010	6.7s	26%	100	100	92	92	92	77	54	27	27	0	66%
126	Z.AI GLM 4.5	$0.0012	9.2s	14%	100	100	100	100	98	77	77	9	0	0	66%
125	Ministral 3 3B	$0.0002	2.3s	12%	100	100	100	100	100	92	54	2	2	0	65%
124	Ministral 3 14B	$0.0004	4.2s	23%	100	92	92	77	77	54	54	54	9	0	61%
135	GPT-4o, May 13th (temp=0)	$0.012	15.2s	22%	98	92	92	92	54	54	27	27	27	27	59%
139	MiniMax M2.5	$0.0018	28.7s	3%	100	100	100	100	98	92	0	0	0	0	59%
136	Qwen3 235B A22B Instruct 2507	$0.0004	10.4s	3%	100	100	100	100	100	27	2	0	0	0	53%
133	Mistral Small 4	$0.0006	5.3s	9%	100	100	98	92	54	54	27	0	0	0	52%
132	Claude Haiku 4.5	$0.0036	5.5s	16%	98	92	77	77	77	27	27	27	9	0	51%
134	Gemini 2.5 Flash	$0.0016	3.2s	15%	92	92	54	54	54	27	27	9	9	0	42%
145	Rocinante 12B	$0.0007	32.3s	4%	100	100	92	54	54	0	0	0	0	0	40%
141	Qwen 2.5 72B	$0.0008	9.8s	8%	98	98	54	54	27	27	9	0	0	0	37%
140	Ministral 3B	$0.0001	1.9s	4%	100	98	77	27	27	9	0	0	0	0	34%
142	GPT-4.1 Nano	$0.0003	6.7s	3%	100	77	54	54	9	9	2	0	0	0	30%
155	Claude 3 Haiku	$0.0009	1.3m	0%	100	100	100	0	0	0	0	0	0	0	30%
156	Mistral Large	$0.023	49.1s	12%	92	54	54	27	27	27	9	2	0	0	29%
143	Ministral 8B	$0.0002	3.5s	0%	100	98	54	27	0	0	0	0	0	0	28%
144	Gemini 2.5 Flash Lite	$0.0004	2.6s	0%	100	100	54	2	0	0	0	0	0	0	26%
146	LFM2 24B	$0.0001	12.9s	0%	100	98	0	0	0	0	0	0	0	0	20%
147	Skyfall 36B V2	$0.0009	5.9s	0%	100	9	2	0	0	0	0	0	0	0	11%
148	Hermes 3 70B	$0.0007	10.6s	0%	100	9	2	0	0	0	0	0	0	0	11%
152	Cohere Command R+ (Aug. 2024)	$0.0065	5.2s	0%	77	9	2	2	0	0	0	0	0	0	9%
153	Mistral Large 2	$0.0050	6.6s	0%	9	2	2	0	0	0	0	0	0	0	1%
150	Arcee AI: Trinity Large (Preview)	$0.0000	7.3s	0%	9	2	0	0	0	0	0	0	0	0	1%
154	Claude 3.7 Sonnet	$0.0099	8.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
149	Mistral NeMO	$0.0003	3.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
151	Arcee AI: Trinity Mini	$0.0002	6.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
84.16%