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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%
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%
Z.AI GLM 5	100%

	Score	Cost	Time
Gemma 3 4B	100%	$0.0000	257ms
Inception Mercury	100%	$0.0000	389ms
Gemini 2.5 Flash Lite	100%	$0.0000	350ms
Gemma 3 12B	100%	$0.0000	503ms
Stealth: Aurora Alpha	100%	—	630ms
Gemma 3 27B	100%	$0.0000	696ms
Gemma 4 26B	100%	$0.0000	1.2s
Gemma 4 31B	100%	$0.0000	2.4s
Gemini 2.5 Flash	100%	$0.0000	380ms
Gemini 3.1 Flash Lite (Reasoning)	95%	$0.0000	608ms
GPT-4.1 Nano	95%	$0.0000	958ms
Gemini 3.1 Flash Lite	100%	$0.0000	670ms
Gemini 3.1 Flash Lite (Preview)	95%	$0.0000	728ms
Grok 4.20 (Beta)	90%	$0.0002	419ms
Gemini 3 Flash (Preview)	100%	$0.0001	789ms
Inception Mercury 2	100%	$0.0001	337ms
GPT-5.4 Mini	100%	$0.0001	653ms
Qwen 3.5 Plus (2026-02-15)	100%	$0.0001	1.4s
DeepSeek V4 Flash (Reasoning)	95%	$0.0000	2.6s
Nemotron 3 Super	100%	$0.0000	2.8s

	Score	Cost	Speed	Stability
Gemma 3 4B	100%	$0.0000	257ms	100%
Gemini 2.5 Flash Lite	100%	$0.0000	350ms	100%
Inception Mercury	100%	$0.0000	389ms	100%
Gemma 3 12B	100%	$0.0000	503ms	100%
Gemini 2.5 Flash	100%	$0.0000	380ms	100%
Stealth: Aurora Alpha	100%	—	630ms	100%
Gemma 3 27B	100%	$0.0000	696ms	100%
Gemini 3.1 Flash Lite	100%	$0.0000	670ms	100%
Inception Mercury 2	100%	$0.0001	337ms	100%
Gemini 3 Flash (Preview)	100%	$0.0001	789ms	100%
Gemma 4 26B	100%	$0.0000	1.2s	100%
GPT-5.4 Mini	100%	$0.0001	653ms	100%
Qwen 3.5 Plus (2026-02-15)	100%	$0.0001	1.4s	100%
Gemma 4 31B	100%	$0.0000	2.4s	100%
Nemotron 3 Super	100%	$0.0000	2.8s	100%
GPT-5.4	100%	$0.0003	681ms	100%
Gemini 2.5 Flash Lite (Reasoning)	100%	$0.0001	2.0s	100%
Grok 4 Fast	100%	$0.0002	2.0s	100%
GPT-5.2	100%	$0.0004	1.1s	100%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0001	3.3s	100%

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
80	Qwen3.6 Max Preview	$0.0048	18.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
68	Gemini 3.1 Pro (Preview)	$0.0040	5.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
66	Z.AI GLM 5.1	$0.0016	21.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
38	Z.AI GLM 5 Turbo	$0.0010	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
46	Grok 4.3 (Reasoning)	$0.0015	6.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	GPT-5.4 (Reasoning)	$0.0011	3.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	Claude Opus 4.7 (Reasoning)	$0.0009	861ms	100%	100	100	100	100	100	100	100	100	100	100	100%
45	GPT-5.5 (Reasoning)	$0.0018	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	GPT-5 Mini	$0.0004	5.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	GPT-5.5 (Reasoning, Low)	$0.0018	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
30	GPT-5.1	$0.0007	3.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
62	MoonshotAI: Kimi K2.6	$0.0020	15.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
57	GPT-5	$0.0028	6.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
78	Qwen 3.5 397B A17B	$0.0034	24.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
58	Gemma 4 31B (Reasoning)	$0.0001	24.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
74	Qwen 3.5 122B	$0.0042	10.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
60	Qwen 3.5 Plus (2026-04-20)	$0.0017	14.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	Gemma 4 26B (Reasoning)	$0.0001	12.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	GPT-5.4 (Reasoning, Low)	$0.0007	2.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
85	Z.AI GLM 5	$0.0034	41.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
53	MoonshotAI: Kimi K2.5	$0.0015	11.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
59	Qwen 3.5 27B	$0.0023	11.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
48	ByteDance Seed 1.6	$0.0009	11.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	Qwen 3.6 Flash	$0.0010	3.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
24	GPT-5.4 Mini (Reasoning)	$0.0005	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	Gemini 3 Flash (Preview, Reasoning)	$0.0008	5.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	o4 Mini High	$0.0012	4.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	GPT-5.2	$0.0004	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Claude Opus 4.7	$0.0009	844ms	100%	100	100	100	100	100	100	100	100	100	100	100%
71	Qwen 3.6 27B	$0.0030	13.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
61	Z.AI GLM 4.6	$0.0015	17.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
23	GPT-5.5	$0.0007	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Qwen 3.6 35B	$0.0007	4.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
79	Gemini 3 Pro (Preview)	$0.0061	6.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
34	MiniMax M2.5	$0.0005	6.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
63	Z.AI GLM 4.7	$0.0013	22.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	Gemini 2.5 Pro	$0.0045	5.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	o4 Mini	$0.0008	3.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
77	Grok 4	$0.0057	7.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	Qwen 3.5 35B	$0.0023	6.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	ByteDance Seed 2.0 Mini	$0.0003	16.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Gemma 4 31B	$0.0000	2.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	Gemini 2.5 Flash (Reasoning)	$0.0009	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
21	GPT-OSS 120B	$0.0000	4.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
37	Qwen 3.5 Flash	$0.0005	7.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	Grok 4 Fast	$0.0002	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
65	Qwen 3.5 9B	$0.0003	29.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Qwen 3.5 Plus (2026-02-15)	$0.0001	1.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	Gemma 4 26B	$0.0000	1.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	Gemini 3.1 Flash Lite	$0.0000	670ms	100%	100	100	100	100	100	100	100	100	100	100	100%
22	GPT-5.4 Mini (Reasoning, Low)	$0.0003	2.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	Gemini 2.5 Flash Lite (Reasoning)	$0.0001	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Gemini 3 Flash (Preview)	$0.0001	789ms	100%	100	100	100	100	100	100	100	100	100	100	100%
44	Z.AI GLM 4.7 Flash	$0.0003	13.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
47	ByteDance Seed 2.0 Lite	$0.0009	10.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	Nemotron 3 Super	$0.0000	2.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
16	GPT-5.4	$0.0003	681ms	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Inception Mercury 2	$0.0001	337ms	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Stealth: Aurora Alpha	—	630ms	100%	100	100	100	100	100	100	100	100	100	100	100%
28	GPT-5 Nano	$0.0001	7.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	GPT-5.4 Mini	$0.0001	653ms	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Gemini 2.5 Flash Lite	$0.0000	350ms	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Gemini 2.5 Flash	$0.0000	380ms	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Inception Mercury	$0.0000	389ms	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-5.4 Nano (Reasoning, Low)	$0.0001	3.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Gemma 3 12B	$0.0000	503ms	100%	100	100	100	100	100	100	100	100	100	100	100%
7	Gemma 3 27B	$0.0000	696ms	100%	100	100	100	100	100	100	100	100	100	100	100%
42	Nemotron 3 Nano	$0.0000	14.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Gemma 3 4B	$0.0000	257ms	100%	100	100	100	100	100	100	100	100	100	100	100%
69	DeepSeek V4 Pro (Reasoning)	$0.0004	9.3s	70%	100	100	100	100	100	100	100	100	100	50	95%
64	MiniMax M2.7	$0.0005	6.4s	70%	100	100	100	100	100	100	100	100	100	50	95%
56	DeepSeek V4 Flash (Reasoning)	$0.0000	2.6s	70%	100	100	100	100	100	100	100	100	100	50	95%
50	Gemini 3.1 Flash Lite (Reasoning)	$0.0000	608ms	70%	100	100	100	100	100	100	100	100	100	50	95%
51	Gemini 3.1 Flash Lite (Preview)	$0.0000	728ms	70%	100	100	100	100	100	100	100	100	100	50	95%
55	Grok 4.20	$0.0002	618ms	70%	100	100	100	100	100	100	100	100	100	50	95%
52	GPT-4.1 Nano	$0.0000	958ms	70%	100	100	100	100	100	100	100	100	100	50	95%
67	Grok 4.20 (Beta)	$0.0002	419ms	60%	100	100	100	100	100	100	100	100	50	50	90%
72	GPT-5.4 Nano (Reasoning)	$0.0001	3.1s	60%	100	100	100	100	100	100	100	100	50	50	90%
70	ByteDance Seed 1.6 Flash	$0.0001	2.1s	60%	100	100	100	100	100	100	100	100	50	50	90%
76	Grok 4.1 Fast	$0.0002	3.8s	54%	100	100	100	100	100	100	100	50	50	50	85%
75	Grok 4.3	$0.0002	883ms	54%	100	100	100	100	100	100	100	50	50	50	85%
82	Aion 2.0	$0.0007	10.4s	51%	100	100	100	100	100	100	50	50	50	50	80%
84	Z.AI GLM 4.5	$0.0003	7.0s	38%	100	100	100	100	100	50	50	50	50	50	75%
83	DeepSeek V4 Pro	$0.0001	8.1s	38%	100	100	100	100	100	50	50	50	50	50	75%
81	Cohere Command R+ (Aug. 2024)	$0.0004	681ms	38%	100	100	100	100	100	50	50	50	50	50	75%
96	DeepSeek V3.2	$0.0001	3.9s	26%	100	100	100	100	50	50	50	50	50	50	70%
109	DeepSeek V4 Flash	$0.0000	2.8s	27%	100	100	100	50	50	50	50	50	50	50	65%
98	GPT-5.4 Nano	$0.0000	975ms	27%	100	100	100	50	50	50	50	50	50	50	65%
134	Xiaomi MIMO v2.5	$0.0005	4.0s	30%	100	100	50	50	50	50	50	50	50	50	60%
142	Z.AI GLM 4.5 Air	$0.0005	14.1s	30%	100	100	50	50	50	50	50	50	50	50	60%
129	Mistral Small 4 (Reasoning)	$0.0002	4.3s	30%	100	100	50	50	50	50	50	50	50	50	60%
116	Llama 3.1 70B	$0.0001	756ms	30%	100	100	50	50	50	50	50	50	50	50	60%
112	Mistral Small 4	$0.0000	509ms	30%	100	100	50	50	50	50	50	50	50	50	60%
144	Stealth: Hunter Alpha	$0.0000	24.0s	35%	100	50	50	50	50	50	50	50	50	50	55%
128	Stealth: Healer Alpha	$0.0000	4.0s	35%	100	50	50	50	50	50	50	50	50	50	55%
120	Mistral NeMO	$0.0000	1.2s	35%	100	50	50	50	50	50	50	50	50	50	55%
125	Rocinante 12B	$0.0000	2.8s	35%	100	50	50	50	50	50	50	50	50	50	55%
147	Claude Opus 4.6 (Reasoning)	$0.0052	4.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
140	Claude Sonnet 4.6 (Reasoning)	$0.0022	2.5s	50%	50	50	50	50	50	50	50	50	50	50	50%
133	Claude Opus 4.6	$0.0012	2.4s	50%	50	50	50	50	50	50	50	50	50	50	50%
143	Grok 4.20 (Beta, Reasoning)	$0.0037	2.7s	50%	50	50	50	50	50	50	50	50	50	50	50%
141	Grok 4.20 (Reasoning)	$0.0017	8.0s	50%	50	50	50	50	50	50	50	50	50	50	50%
136	Claude Sonnet 4.6	$0.0013	2.0s	50%	50	50	50	50	50	50	50	50	50	50	50%
145	Claude Opus 4.5	$0.0037	3.8s	50%	50	50	50	50	50	50	50	50	50	50	50%
124	Claude Sonnet 4	$0.0008	1.9s	50%	50	50	50	50	50	50	50	50	50	50	50%
111	GPT-4.1	$0.0003	1.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
121	Claude Sonnet 4.5	$0.0005	2.0s	50%	50	50	50	50	50	50	50	50	50	50	50%
146	Claude Opus 4	$0.0034	7.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
138	Xiaomi MIMO v2.5 Pro	$0.0012	7.4s	50%	50	50	50	50	50	50	50	50	50	50	50%
99	Mistral Large 3	$0.0001	1.0s	50%	50	50	50	50	50	50	50	50	50	50	50%
132	GPT-4o, May 13th (temp=0)	$0.0007	5.7s	50%	50	50	50	50	50	50	50	50	50	50	50%
108	Claude Haiku 4.5	$0.0003	1.4s	50%	50	50	50	50	50	50	50	50	50	50	50%
104	DeepSeek-V2 Chat	$0.0000	2.7s	50%	50	50	50	50	50	50	50	50	50	50	50%
135	Claude 3.5 Sonnet	$0.0008	5.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
131	GPT-4o, May 13th (temp=1)	$0.0007	5.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
100	DeepSeek V3 (2024-12-26)	$0.0001	1.4s	50%	50	50	50	50	50	50	50	50	50	50	50%
122	Claude 3.7 Sonnet	$0.0006	1.5s	50%	50	50	50	50	50	50	50	50	50	50	50%
101	GPT-4.1 Mini	$0.0001	1.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
127	Hermes 3 405B	$0.0000	8.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
114	GPT-4o, Aug. 6th (temp=1)	$0.0004	1.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
113	GPT-4o, Aug. 6th (temp=0)	$0.0004	1.0s	50%	50	50	50	50	50	50	50	50	50	50	50%
103	Mistral Large 2	$0.0003	638ms	50%	50	50	50	50	50	50	50	50	50	50	50%
117	DeepSeek V3.1	$0.0001	4.0s	50%	50	50	50	50	50	50	50	50	50	50	50%
130	Qwen 3 32B	$0.0002	7.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
106	DeepSeek V3 (2025-03-24)	$0.0001	2.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
137	Mistral Large	$0.0012	5.5s	50%	50	50	50	50	50	50	50	50	50	50	50%
102	Qwen3 235B A22B Instruct 2507	$0.0000	1.9s	50%	50	50	50	50	50	50	50	50	50	50	50%
126	Writer: Palmyra X5	$0.0003	5.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
139	GPT-4o Mini (temp=1)	$0.0000	15.7s	50%	50	50	50	50	50	50	50	50	50	50	50%
92	Mistral Small 3.2 24B	$0.0000	643ms	50%	50	50	50	50	50	50	50	50	50	50	50%
110	GPT-4o Mini (temp=0)	$0.0000	3.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
94	Mistral Medium 3.1	$0.0001	705ms	50%	50	50	50	50	50	50	50	50	50	50	50%
95	Qwen 2.5 72B	$0.0001	983ms	50%	50	50	50	50	50	50	50	50	50	50	50%
105	Llama 3.1 Nemotron 70B	$0.0001	2.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
107	Arcee AI: Trinity Large (Preview)	$0.0000	3.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
89	Mistral Small Creative	$0.0000	373ms	50%	50	50	50	50	50	50	50	50	50	50	50%
97	Hermes 3 70B	$0.0000	1.2s	50%	50	50	50	50	50	50	50	50	50	50	50%
91	Ministral 3 14B	$0.0000	551ms	50%	50	50	50	50	50	50	50	50	50	50	50%
90	Ministral 3 8B	$0.0000	373ms	50%	50	50	50	50	50	50	50	50	50	50	50%
119	Claude 3 Haiku	$0.0000	5.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
123	WizardLM 2 8x22b	$0.0001	5.8s	50%	50	50	50	50	50	50	50	50	50	50	50%
115	Arcee AI: Trinity Mini	$0.0001	3.1s	50%	50	50	50	50	50	50	50	50	50	50	50%
87	Ministral 3 3B	$0.0000	345ms	50%	50	50	50	50	50	50	50	50	50	50	50%
88	Ministral 8B	$0.0000	382ms	50%	50	50	50	50	50	50	50	50	50	50	50%
93	Llama 3.1 8B	$0.0000	572ms	50%	50	50	50	50	50	50	50	50	50	50	50%
86	Ministral 3B	$0.0000	390ms	50%	50	50	50	50	50	50	50	50	50	50	50%
118	LFM2 24B	$0.0000	4.6s	50%	50	50	50	50	50	50	50	50	50	50	50%
78.44%

Median	Evaluator	Top 3	Flop 3
100.0%	Matches Regex	100Mistral Small 4 (Reasoning) 100GPT-5.4 Mini (Reasoning, Low) 100Z.AI GLM 5 Turbo	—
90.0%	Matches text	100Nemotron 3 Super 100Z.AI GLM 4.6 100Gemini 3.1 Flash Lite	0Claude 3 Haiku 0LFM2 24B 0GPT-4o, May 13th (temp=0)

Data extraction

Future event time

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)