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Performance Score Distribution (Top 20)

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	Score
Claude Sonnet 4	100%
GPT-4o Mini (temp=0)	100%
Gemini 3 Flash (Preview, Reasoning)	90%
Gemma 4 26B (Reasoning)	80%
GPT-4o Mini (temp=1)	80%
Gemma 4 31B (Reasoning)	70%
DeepSeek V3 (2025-03-24)	70%
Mistral Small Creative	70%
Gemma 4 31B	60%
Gemini 2.5 Flash (Reasoning)	60%
GPT-5.4 Nano	60%
Claude Opus 4.7	50%
Z.AI GLM 4.6	50%
Claude Opus 4	50%
Rocinante 12B	50%
Gemini 2.5 Pro	40%
Gemma 4 26B	40%
Mistral Small 4 (Reasoning)	40%
Z.AI GLM 5.1	30%
Gemini 2.5 Flash Lite (Reasoning)	30%

	Score	Cost	Time
Mistral Small Creative	70%	$0.0000	307ms
GPT-5.4 Nano	60%	$0.0000	809ms
Claude Sonnet 4	100%	$0.0003	1.4s
GPT-4o Mini (temp=0)	100%	$0.0000	3.1s
Gemma 4 31B	60%	$0.0000	968ms
GPT-4o Mini (temp=1)	80%	$0.0000	13.7s
DeepSeek V3 (2025-03-24)	70%	$0.0002	7.8s
Gemini 3 Flash (Preview, Reasoning)	90%	$0.024	45.0s
Gemini 2.5 Flash (Reasoning)	60%	$0.028	47.6s
Gemma 4 26B (Reasoning)	80%	$0.0028	4.9m
Claude Opus 4.7	50%	$0.0006	1.5s
Rocinante 12B	50%	$0.0000	4.0s
Claude Opus 4	50%	$0.0014	4.6s
Gemma 4 31B (Reasoning)	70%	$0.0034	7.6m
Z.AI GLM 4.6	50%	$0.0076	2.5m
Gemma 3 4B	0%	$0.0000	321ms
Ministral 3B	20%	$0.0000	293ms
Mistral NeMO	0%	$0.0000	7.2s
Ministral 8B	10%	$0.0000	284ms
Ministral 3 3B	0%	$0.0000	319ms

	Score	Cost	Speed	Stability
Claude Sonnet 4	100%	$0.0003	1.4s	100%
GPT-4o Mini (temp=0)	100%	$0.0000	3.1s	100%
Gemini 3 Flash (Preview, Reasoning)	90%	$0.024	45.0s	40%
GPT-4o Mini (temp=1)	80%	$0.0000	13.7s	20%
Mistral Small Creative	70%	$0.0000	307ms	8%
DeepSeek V3 (2025-03-24)	70%	$0.0002	7.8s	8%
GPT-5.4 Nano	60%	$0.0000	809ms	2%
Gemma 4 31B	60%	$0.0000	968ms	2%
Gemma 4 26B (Reasoning)	80%	$0.0028	4.9m	20%
Claude Opus 4.7	50%	$0.0006	1.5s	0%
Rocinante 12B	50%	$0.0000	4.0s	0%
Claude Opus 4	50%	$0.0014	4.6s	0%
Gemma 4 26B	40%	$0.0000	2.3s	0%
Gemini 2.5 Flash (Reasoning)	60%	$0.028	47.6s	2%
Mistral Small 4 (Reasoning)	40%	$0.0027	25.0s	0%
DeepSeek V3 (2024-12-26)	30%	$0.0002	4.8s	0%
Hermes 3 405B	30%	$0.0000	7.8s	0%
Gemini 2.5 Flash Lite (Reasoning)	30%	$0.0033	24.9s	0%
Z.AI GLM 4.6	50%	$0.0076	2.5m	0%
Ministral 3B	20%	$0.0000	293ms	0%

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	# 8	# 9	# 10	Total
1	Claude Sonnet 4	$0.0003	1.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	GPT-4o Mini (temp=0)	$0.0000	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Gemini 3 Flash (Preview, Reasoning)	$0.024	45.0s	40%	100	100	100	100	100	100	100	100	100	0	90%
9	Gemma 4 26B (Reasoning)	$0.0028	4.9m	20%	100	100	100	100	100	100	100	100	0	0	80%
4	GPT-4o Mini (temp=1)	$0.0000	13.7s	20%	100	100	100	100	100	100	100	100	0	0	80%
30	Gemma 4 31B (Reasoning)	$0.0034	7.6m	8%	100	100	100	100	100	100	100	0	0	0	70%
6	DeepSeek V3 (2025-03-24)	$0.0002	7.8s	8%	100	100	100	100	100	100	100	0	0	0	70%
5	Mistral Small Creative	$0.0000	307ms	8%	100	100	100	100	100	100	100	0	0	0	70%
8	Gemma 4 31B	$0.0000	968ms	2%	100	100	100	100	100	100	0	0	0	0	60%
14	Gemini 2.5 Flash (Reasoning)	$0.028	47.6s	2%	100	100	100	100	100	100	0	0	0	0	60%
7	GPT-5.4 Nano	$0.0000	809ms	2%	100	100	100	100	100	100	0	0	0	0	60%
10	Claude Opus 4.7	$0.0006	1.5s	0%	100	100	100	100	100	0	0	0	0	0	50%
19	Z.AI GLM 4.6	$0.0076	2.5m	0%	100	100	100	100	100	0	0	0	0	0	50%
12	Claude Opus 4	$0.0014	4.6s	0%	100	100	100	100	100	0	0	0	0	0	50%
11	Rocinante 12B	$0.0000	4.0s	0%	100	100	100	100	100	0	0	0	0	0	50%
35	Gemini 2.5 Pro	$0.057	46.0s	0%	100	100	100	100	0	0	0	0	0	0	40%
13	Gemma 4 26B	$0.0000	2.3s	0%	100	100	100	100	0	0	0	0	0	0	40%
15	Mistral Small 4 (Reasoning)	$0.0027	25.0s	0%	100	100	100	100	0	0	0	0	0	0	40%
140	Z.AI GLM 5.1	$0.053	5.4m	0%	100	100	100	0	0	0	0	0	0	0	30%
18	Gemini 2.5 Flash Lite (Reasoning)	$0.0033	24.9s	0%	100	100	100	0	0	0	0	0	0	0	30%
24	ByteDance Seed 2.0 Lite	$0.0063	1.2m	0%	100	100	100	0	0	0	0	0	0	0	30%
16	DeepSeek V3 (2024-12-26)	$0.0002	4.8s	0%	100	100	100	0	0	0	0	0	0	0	30%
17	Hermes 3 405B	$0.0000	7.8s	0%	100	100	100	0	0	0	0	0	0	0	30%
108	Qwen3.6 Max Preview	$0.024	1.5m	0%	100	100	0	0	0	0	0	0	0	0	20%
145	Gemini 3.1 Pro (Preview)	$0.182	2.9m	0%	100	100	0	0	0	0	0	0	0	0	20%
139	Z.AI GLM 5	$0.033	5.4m	0%	100	100	0	0	0	0	0	0	0	0	20%
131	MoonshotAI: Kimi K2.5	$0.025	3.3m	0%	100	100	0	0	0	0	0	0	0	0	20%
31	Z.AI GLM 4.5 Air	$0.0034	1.1m	0%	100	100	0	0	0	0	0	0	0	0	20%
21	GPT-5.4 Mini	$0.0001	542ms	0%	100	100	0	0	0	0	0	0	0	0	20%
22	DeepSeek V3.1	$0.0005	9.4s	0%	100	100	0	0	0	0	0	0	0	0	20%
23	Arcee AI: Trinity Mini	$0.0007	26.6s	0%	100	100	0	0	0	0	0	0	0	0	20%
20	Ministral 3B	$0.0000	293ms	0%	100	100	0	0	0	0	0	0	0	0	20%
34	GPT-5 Mini	$0.0050	29.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
36	GPT-5.2	$0.011	17.8s	0%	100	0	0	0	0	0	0	0	0	0	10%
122	MiniMax M2.7	$0.011	1.9m	0%	100	0	0	0	0	0	0	0	0	0	10%
119	MiniMax M2.5	$0.0061	1.9m	0%	100	0	0	0	0	0	0	0	0	0	10%
28	GPT-4.1	$0.0001	1.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
97	o4 Mini	$0.015	35.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
33	Stealth: Hunter Alpha	$0.0000	32.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
92	DeepSeek V3.2	$0.0016	1.2m	0%	100	0	0	0	0	0	0	0	0	0	10%
32	Mistral Large	$0.0015	7.5s	0%	100	0	0	0	0	0	0	0	0	0	10%
26	Hermes 3 70B	$0.0000	922ms	0%	100	0	0	0	0	0	0	0	0	0	10%
29	WizardLM 2 8x22b	$0.0001	7.1s	0%	100	0	0	0	0	0	0	0	0	0	10%
27	Cohere Command R+ (Aug. 2024)	$0.0002	454ms	0%	100	0	0	0	0	0	0	0	0	0	10%
25	Ministral 8B	$0.0000	284ms	0%	100	0	0	0	0	0	0	0	0	0	10%
125	Claude Opus 4.6 (Reasoning)	$0.026	24.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
118	Z.AI GLM 5 Turbo	$0.0097	30.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
120	Claude Sonnet 4.6 (Reasoning)	$0.016	19.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
130	Grok 4.3 (Reasoning)	$0.015	1.5m	0%	0	0	0	0	0	0	0	0	0	0	0%
107	GPT-5.4 (Reasoning)	$0.0087	14.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
78	Claude Opus 4.7 (Reasoning)	$0.0006	900ms	0%	0	0	0	0	0	0	0	0	0	0	0%
117	GPT-5.5 (Reasoning)	$0.015	11.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
106	GPT-5.5 (Reasoning, Low)	$0.0098	8.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
109	GPT-5.1	$0.0079	19.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
79	Claude Opus 4.6	$0.0005	2.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
144	MoonshotAI: Kimi K2.6	$0.044	5.9m	0%	0	0	0	0	0	0	0	0	0	0	0%
128	GPT-5	$0.025	46.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
138	Qwen 3.5 397B A17B	$0.029	3.4m	0%	0	0	0	0	0	0	0	0	0	0	0%
133	Qwen 3.5 122B	$0.028	1.2m	0%	0	0	0	0	0	0	0	0	0	0	0%
134	Qwen 3.5 Plus (2026-04-20)	$0.022	2.3m	0%	0	0	0	0	0	0	0	0	0	0	0%
124	Grok 4.20 (Beta, Reasoning)	$0.024	18.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
96	GPT-5.4 (Reasoning, Low)	$0.0037	6.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
121	Grok 4.20 (Reasoning)	$0.0097	47.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
73	Claude Sonnet 4.6	$0.0003	1.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
129	Qwen 3.5 27B	$0.017	1.3m	0%	0	0	0	0	0	0	0	0	0	0	0%
110	ByteDance Seed 1.6	$0.0032	37.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
98	Qwen 3.6 Flash	$0.0041	13.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
94	GPT-5.4 Mini (Reasoning)	$0.0025	9.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
135	o4 Mini High	$0.040	1.6m	0%	0	0	0	0	0	0	0	0	0	0	0%
146	DeepSeek V4 Pro (Reasoning)	$0.021	11.2m	0%	0	0	0	0	0	0	0	0	0	0	0%
115	Qwen 3.6 27B	$0.0073	32.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
80	Claude Opus 4.5	$0.0005	2.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
114	Grok 4.1 Fast	$0.0030	46.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
132	Aion 2.0	$0.0095	2.3m	0%	0	0	0	0	0	0	0	0	0	0	0%
77	GPT-5.5	$0.0005	1.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
105	Qwen 3.6 35B	$0.0045	27.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
137	DeepSeek V4 Flash (Reasoning)	$0.0029	4.9m	0%	0	0	0	0	0	0	0	0	0	0	0%
143	Gemini 3 Pro (Preview)	$0.111	1.4m	0%	0	0	0	0	0	0	0	0	0	0	0%
141	Z.AI GLM 4.7	$0.014	4.5m	0%	0	0	0	0	0	0	0	0	0	0	0%
147	Grok 4	$0.157	4.1m	0%	0	0	0	0	0	0	0	0	0	0	0%
76	Claude Sonnet 4.5	$0.0003	1.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
123	Qwen 3.5 35B	$0.014	45.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
127	Xiaomi MIMO v2.5 Pro	$0.014	1.1m	0%	0	0	0	0	0	0	0	0	0	0	0%
136	ByteDance Seed 2.0 Mini	$0.0035	3.9m	0%	0	0	0	0	0	0	0	0	0	0	0%
101	GPT-OSS 120B	$0.0004	32.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
56	Gemini 3.1 Flash Lite (Reasoning)	$0.0000	916ms	0%	0	0	0	0	0	0	0	0	0	0	0%
113	Qwen 3.5 Flash	$0.0028	42.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
74	Z.AI GLM 4.5	$0.0000	2.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
100	Grok 4 Fast	$0.0022	25.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
126	Qwen 3.5 9B	$0.0012	1.9m	0%	0	0	0	0	0	0	0	0	0	0	0%
85	Qwen 3.5 Plus (2026-02-15)	$0.0000	6.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
99	Stealth: Healer Alpha	$0.0000	30.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
53	Gemini 3.1 Flash Lite (Preview)	$0.0000	765ms	0%	0	0	0	0	0	0	0	0	0	0	0%
62	Gemini 3.1 Flash Lite	$0.0000	1.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
83	GPT-5.4 Mini (Reasoning, Low)	$0.0007	3.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
48	Mistral Large 3	$0.0000	560ms	0%	0	0	0	0	0	0	0	0	0	0	0%
90	GPT-4o, May 13th (temp=0)	$0.0003	6.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
55	Gemini 3 Flash (Preview)	$0.0000	783ms	0%	0	0	0	0	0	0	0	0	0	0	0%
63	Claude Haiku 4.5	$0.0001	971ms	0%	0	0	0	0	0	0	0	0	0	0	0%
116	Xiaomi MIMO v2.5	$0.0080	34.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
69	DeepSeek-V2 Chat	$0.0000	1.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
112	Z.AI GLM 4.7 Flash	$0.0011	47.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
111	Nemotron 3 Super	$0.0000	49.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
70	GPT-5.4	$0.0002	730ms	0%	0	0	0	0	0	0	0	0	0	0	0%
86	Claude 3.5 Sonnet	$0.0003	5.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
54	Grok 4.20 (Beta)	$0.0001	362ms	0%	0	0	0	0	0	0	0	0	0	0	0%
81	Inception Mercury 2	$0.0008	1.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
91	GPT-4o, May 13th (temp=1)	$0.0003	6.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
142	Stealth: Aurora Alpha	—	1.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
75	Claude 3.7 Sonnet	$0.0003	1.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
64	GPT-4.1 Mini	$0.0000	1.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
95	DeepSeek V4 Pro	$0.0001	20.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
66	GPT-4o, Aug. 6th (temp=1)	$0.0002	885ms	0%	0	0	0	0	0	0	0	0	0	0	0%
102	GPT-5 Nano	$0.0011	29.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
68	GPT-4o, Aug. 6th (temp=0)	$0.0002	1.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
57	Mistral Large 2	$0.0002	448ms	0%	0	0	0	0	0	0	0	0	0	0	0%
104	Qwen 3 32B	$0.0010	40.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
72	DeepSeek V4 Flash	$0.0000	1.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
58	Grok 4.20	$0.0001	546ms	0%	0	0	0	0	0	0	0	0	0	0	0%
93	GPT-5.4 Nano (Reasoning)	$0.0009	11.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
39	Gemini 2.5 Flash Lite	$0.0000	327ms	0%	0	0	0	0	0	0	0	0	0	0	0%
46	Gemini 2.5 Flash	$0.0000	555ms	0%	0	0	0	0	0	0	0	0	0	0	0%
59	Qwen3 235B A22B Instruct 2507	$0.0000	1.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
84	Writer: Palmyra X5	$0.0002	5.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
71	Inception Mercury	$0.0000	1.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
89	GPT-5.4 Nano (Reasoning, Low)	$0.0005	5.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
67	Grok 4.3	$0.0002	906ms	0%	0	0	0	0	0	0	0	0	0	0	0%
60	Mistral Small 3.2 24B	$0.0000	1.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
49	Gemma 3 12B	$0.0000	698ms	0%	0	0	0	0	0	0	0	0	0	0	0%
45	Llama 3.1 70B	$0.0001	424ms	0%	0	0	0	0	0	0	0	0	0	0	0%
42	Gemma 3 27B	$0.0000	557ms	0%	0	0	0	0	0	0	0	0	0	0	0%
43	Mistral Medium 3.1	$0.0000	487ms	0%	0	0	0	0	0	0	0	0	0	0	0%
103	Nemotron 3 Nano	$0.0004	34.5s	0%	0	0	0	0	0	0	0	0	0	0	0%
50	Mistral Small 4	$0.0000	685ms	0%	0	0	0	0	0	0	0	0	0	0	0%
51	Qwen 2.5 72B	$0.0000	622ms	0%	0	0	0	0	0	0	0	0	0	0	0%
52	Llama 3.1 Nemotron 70B	$0.0000	747ms	0%	0	0	0	0	0	0	0	0	0	0	0%
44	Arcee AI: Trinity Large (Preview)	$0.0000	630ms	0%	0	0	0	0	0	0	0	0	0	0	0%
87	ByteDance Seed 1.6 Flash	$0.0003	5.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
41	Ministral 3 14B	$0.0000	347ms	0%	0	0	0	0	0	0	0	0	0	0	0%
65	GPT-4.1 Nano	$0.0000	1.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
40	Ministral 3 8B	$0.0000	324ms	0%	0	0	0	0	0	0	0	0	0	0	0%
82	Claude 3 Haiku	$0.0000	5.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
37	Gemma 3 4B	$0.0000	321ms	0%	0	0	0	0	0	0	0	0	0	0	0%
38	Ministral 3 3B	$0.0000	319ms	0%	0	0	0	0	0	0	0	0	0	0	0%
88	Mistral NeMO	$0.0000	7.2s	0%	0	0	0	0	0	0	0	0	0	0	0%
47	Llama 3.1 8B	$0.0000	633ms	0%	0	0	0	0	0	0	0	0	0	0	0%
61	LFM2 24B	$0.0000	1.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
11.02%

Data extraction

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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)