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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%
Grok 4.3 (Reasoning)	100%
GPT-5.5 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.5 (Reasoning, Low)	100%
GPT-5.1	100%
Claude Opus 4.6	100%
MoonshotAI: Kimi K2.6	100%
GPT-5	100%
Qwen 3.5 397B A17B	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%
MoonshotAI: Kimi K2.5	100%
ByteDance Seed 1.6	100%
Qwen 3.6 Flash	100%

	Score	Cost	Time
Inception Mercury	88%	$0.0007	3.3s
Mistral Small Creative	100%	$0.0006	6.9s
Ministral 3 14B	100%	$0.0005	9.4s
DeepSeek V4 Flash	97%	$0.0002	11.3s
Grok 4.1 Fast	90%	$0.0008	10.3s
Mistral Small 4	80%	$0.0009	10.1s
Gemini 3.1 Flash Lite	74%	$0.0015	3.9s
Gemma 3 4B	75%	$0.0002	13.1s
Stealth: Aurora Alpha	94%	—	4.8s
Gemini 3.1 Flash Lite (Preview)	93%	$0.0015	3.9s
Mistral Small 3.2 24B	100%	$0.0004	30.4s
Inception Mercury 2	90%	$0.0018	2.6s
DeepSeek V3.2	73%	$0.0006	39.6s
GPT-5.4 Nano (Reasoning)	80%	$0.0022	7.8s
Mistral Large 3	100%	$0.0020	13.8s
Gemma 4 31B	100%	$0.0005	30.6s
DeepSeek V4 Flash (Reasoning)	66%	$0.0004	17.8s
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0038	4.0s
Gemini 3 Flash (Preview)	100%	$0.0036	7.1s
Nemotron 3 Super	90%	$0.0000	33.7s

	Score	Cost	Speed	Stability
Mistral Small Creative	100%	$0.0006	6.9s	100%
Ministral 3 14B	100%	$0.0005	9.4s	100%
Gemini 3 Flash (Preview)	100%	$0.0036	7.1s	100%
Mistral Large 3	100%	$0.0020	13.8s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0038	4.0s	99%
Mistral Medium 3.1	100%	$0.0027	20.2s	100%
GPT-5 Mini	100%	$0.0039	17.2s	100%
GPT-5.4 Mini (Reasoning)	100%	$0.0074	8.8s	100%
Gemma 4 31B	100%	$0.0005	30.6s	100%
Llama 3.1 Nemotron 70B	100%	$0.0009	32.0s	100%
Mistral Small 3.2 24B	100%	$0.0004	30.4s	99%
Qwen 3.5 Plus (2026-02-15)	100%	$0.0026	34.3s	100%
Z.AI GLM 5 Turbo	100%	$0.0081	21.5s	100%
Grok 4.20 (Reasoning)	100%	$0.0079	25.8s	100%
GPT-5.4	100%	$0.014	15.2s	100%
GPT-5.4 (Reasoning, Low)	100%	$0.015	14.3s	100%
DeepSeek V4 Flash	97%	$0.0002	11.3s	86%
Grok 4.20 (Beta, Reasoning)	100%	$0.018	11.0s	100%
Qwen 3.6 Flash	100%	$0.010	34.1s	100%
Grok 4.20 (Beta)	97%	$0.0045	2.5s	86%

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50 sentence 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
69	Qwen3.6 Max Preview	$0.039	2.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
80	Gemini 3.1 Pro (Preview)	$0.077	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
71	Z.AI GLM 5.1	$0.027	2.9m	100%	100	100	100	100	100	100	100	100	100	100	100%
32	Grok 4.3 (Reasoning)	$0.014	57.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
54	GPT-5.5 (Reasoning)	$0.052	22.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
7	GPT-5 Mini	$0.0039	17.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	GPT-5.5 (Reasoning, Low)	$0.037	14.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	GPT-5.1	$0.021	30.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
47	Claude Opus 4.6	$0.043	27.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
48	MoonshotAI: Kimi K2.6	$0.014	2.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
23	GPT-5	$0.017	26.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
97	Qwen 3.5 397B A17B	$0.043	4.9m	100%	100	100	100	100	100	100	100	100	100	100	100%
66	Qwen 3.5 122B	$0.047	1.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
44	Qwen 3.5 Plus (2026-04-20)	$0.016	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
50	Gemma 4 26B (Reasoning)	$0.0020	2.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
16	GPT-5.4 (Reasoning, Low)	$0.015	14.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	Z.AI GLM 5	$0.014	1.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
24	MoonshotAI: Kimi K2.5	$0.0078	57.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	ByteDance Seed 1.6	$0.0064	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
19	Qwen 3.6 Flash	$0.010	34.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
30	GPT-5.2	$0.023	23.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
38	Qwen 3.6 27B	$0.018	1.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
34	GPT-5.5	$0.031	11.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
56	Z.AI GLM 4.7	$0.0073	2.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
39	Qwen 3.5 35B	$0.023	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
28	Qwen 3.5 Flash	$0.0050	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
49	Qwen 3.5 9B	$0.0019	2.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
12	Qwen 3.5 Plus (2026-02-15)	$0.0026	34.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Mistral Large 3	$0.0020	13.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Gemini 3 Flash (Preview)	$0.0036	7.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
22	Z.AI GLM 4.7 Flash	$0.0018	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
15	GPT-5.4	$0.014	15.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Mistral Medium 3.1	$0.0027	20.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	Llama 3.1 Nemotron 70B	$0.0009	32.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Mistral Small Creative	$0.0006	6.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Ministral 3 14B	$0.0005	9.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
35	GPT-5.4 (Reasoning)	$0.028	27.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
18	Grok 4.20 (Beta, Reasoning)	$0.018	11.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	Gemini 3 Flash (Preview, Reasoning)	$0.018	29.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
45	ByteDance Seed 2.0 Mini	$0.0024	2.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Gemma 4 31B	$0.0005	30.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
63	Claude Opus 4.6 (Reasoning)	$0.066	31.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	Z.AI GLM 5 Turbo	$0.0081	21.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
59	Gemma 4 31B (Reasoning)	$0.0016	3.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Grok 4.20 (Reasoning)	$0.0079	25.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	GPT-5.4 Mini (Reasoning)	$0.0074	8.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
51	Gemini 3 Pro (Preview)	$0.046	28.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
11	Mistral Small 3.2 24B	$0.0004	30.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
55	Claude Sonnet 4.6 (Reasoning)	$0.047	34.5s	99%	100	100	100	100	100	100	100	100	100	98	100%
46	ByteDance Seed 2.0 Lite	$0.011	1.9m	99%	100	100	100	100	100	100	100	100	100	98	100%
27	o4 Mini High	$0.016	34.0s	99%	100	100	100	100	100	100	100	100	98	98	100%
37	Claude Opus 4.7 (Reasoning)	$0.037	12.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
5	GPT-5.4 Mini (Reasoning, Low)	$0.0038	4.0s	99%	100	100	100	100	100	100	100	100	98	98	100%
40	Claude Opus 4.7	$0.035	11.7s	93%	100	100	100	100	100	98	98	98	92	92	98%
60	DeepSeek V4 Pro (Reasoning)	$0.0098	2.2m	87%	100	100	100	100	100	100	100	100	98	77	98%
53	Gemini 2.5 Pro	$0.033	25.8s	87%	100	100	100	100	100	100	98	98	98	77	97%
20	Grok 4.20 (Beta)	$0.0045	2.5s	86%	100	100	100	100	100	98	98	98	98	77	97%
17	DeepSeek V4 Flash	$0.0002	11.3s	86%	100	100	100	100	100	100	100	98	92	77	97%
21	Grok 4.20	$0.0030	6.8s	86%	100	100	98	98	98	98	98	98	92	77	96%
33	Stealth: Aurora Alpha	—	4.8s	82%	100	100	100	100	100	98	98	92	77	77	94%
29	Gemini 3.1 Flash Lite (Preview)	$0.0015	3.9s	79%	100	100	100	100	100	100	100	77	77	77	93%
58	MiniMax M2.7	$0.0064	1.3m	71%	100	100	100	100	100	100	100	92	77	54	92%
42	Gemma 3 27B	$0.0005	32.4s	71%	100	100	100	100	100	100	100	92	77	54	92%
61	o4 Mini	$0.012	29.8s	57%	100	100	100	100	100	100	100	100	92	27	92%
52	GPT-5.4 Mini	$0.0039	4.0s	56%	100	100	100	98	98	98	98	98	92	27	91%
43	Inception Mercury 2	$0.0018	2.6s	63%	100	100	100	100	100	100	98	98	54	54	90%
79	Qwen 3.6 35B	$0.011	54.8s	40%	100	100	100	100	100	100	100	100	100	0	90%
70	DeepSeek-V2 Chat	$0.0005	47.0s	40%	100	100	100	100	100	100	100	100	100	0	90%
62	Grok 4.1 Fast	$0.0008	10.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
64	Nemotron 3 Super	$0.0000	33.7s	40%	100	100	100	100	100	100	100	100	100	0	90%
65	DeepSeek V3 (2025-03-24)	$0.0010	35.3s	40%	100	100	100	100	100	100	100	100	100	0	90%
73	GPT-5 Nano	$0.0022	52.8s	40%	100	100	100	100	100	100	100	100	100	0	90%
81	Claude 3.5 Sonnet	$0.018	39.1s	40%	100	100	100	100	100	100	100	100	100	0	90%
75	Z.AI GLM 4.6	$0.0040	55.8s	40%	100	100	100	100	100	100	100	100	98	0	90%
57	Inception Mercury	$0.0007	3.3s	46%	100	100	100	100	100	100	100	92	77	9	88%
74	GPT-OSS 120B	$0.0010	56.1s	41%	100	100	100	100	100	100	98	92	77	0	87%
68	Qwen 3 32B	$0.0009	31.9s	40%	100	100	100	100	100	98	98	92	77	0	87%
67	Mistral Small 4 (Reasoning)	$0.0022	20.3s	40%	100	100	100	100	100	100	98	77	77	0	85%
72	Gemini 2.5 Flash Lite (Reasoning)	$0.0020	32.0s	40%	100	100	100	100	98	92	92	77	77	0	84%
84	Nemotron 3 Nano	$0.0009	1.0m	35%	100	100	100	100	100	100	98	77	27	9	81%
77	GPT-5.4 Nano (Reasoning)	$0.0022	7.8s	31%	100	100	100	100	100	100	100	77	27	0	80%
76	Mistral Small 4	$0.0009	10.1s	31%	100	100	100	100	100	100	98	77	27	0	80%
85	Claude Opus 4.5	$0.026	14.6s	36%	100	100	100	98	98	98	92	54	54	0	79%
83	Gemma 3 4B	$0.0002	13.1s	24%	100	100	100	100	100	100	92	54	9	0	75%
78	GPT-5.4 Nano (Reasoning, Low)	$0.0013	4.9s	32%	100	100	100	98	98	77	77	54	27	9	74%
82	Gemini 3.1 Flash Lite	$0.0015	3.9s	25%	100	100	100	100	100	100	77	54	9	0	74%
90	Claude Sonnet 4.6	$0.021	18.5s	21%	100	100	98	98	98	92	92	54	0	0	73%
86	DeepSeek V3.2	$0.0006	39.6s	16%	100	100	100	100	100	100	100	27	0	0	73%
91	DeepSeek V3 (2024-12-26)	$0.0015	32.8s	9%	100	100	100	100	100	100	98	0	0	0	70%
87	GPT-5.4 Nano	$0.0014	9.4s	9%	100	100	100	100	100	98	92	0	0	0	69%
88	DeepSeek V4 Flash (Reasoning)	$0.0004	17.8s	11%	100	100	100	100	100	100	54	2	0	0	66%
92	Claude Sonnet 4.5	$0.017	14.6s	20%	98	98	98	98	77	77	54	27	9	0	64%
96	DeepSeek V4 Pro	$0.0040	53.6s	15%	100	100	100	100	98	54	54	27	0	0	63%
145	Qwen 3.5 27B	$0.040	2.7m	8%	100	100	100	100	100	100	27	0	0	0	63%
108	Grok 4	$0.017	24.4s	2%	100	100	100	100	100	100	0	0	0	0	60%
109	Claude 3.7 Sonnet	$0.019	18.6s	2%	100	100	100	100	100	100	0	0	0	0	60%
93	Stealth: Healer Alpha	$0.0000	14.7s	5%	100	100	100	100	100	77	2	0	0	0	58%
89	Gemini 2.5 Flash Lite	$0.0005	3.4s	12%	100	98	98	92	77	54	54	2	0	0	58%
94	Gemini 2.5 Flash (Reasoning)	$0.0076	13.9s	15%	100	98	92	77	54	54	54	9	9	0	55%
98	Gemini 3.1 Flash Lite (Reasoning)	$0.0015	7.5s	2%	100	100	98	98	98	9	2	2	2	0	51%
105	Hermes 3 405B	$0.0000	34.2s	0%	100	100	100	100	100	0	0	0	0	0	50%
104	Qwen3 235B A22B Instruct 2507	$0.0006	28.9s	0%	100	100	100	100	100	0	0	0	0	0	50%
99	Grok 4 Fast	$0.0008	7.8s	0%	100	100	100	100	100	0	0	0	0	0	50%
95	Stealth: Hunter Alpha	$0.0000	24.5s	15%	100	92	77	77	77	54	9	9	0	0	50%
102	Gemma 4 26B	$0.0004	45.7s	8%	100	100	100	77	54	54	2	2	0	0	49%
100	Grok 4.3	$0.0028	9.6s	5%	100	100	98	92	54	27	0	0	0	0	47%
117	Aion 2.0	$0.0058	1.1m	2%	100	100	100	100	54	2	0	0	0	0	46%
103	GPT-4.1 Nano	$0.0007	20.3s	3%	100	100	100	77	77	0	0	0	0	0	45%
101	Gemini 2.5 Flash	$0.0018	3.5s	1%	100	100	98	98	27	9	0	0	0	0	43%
110	Xiaomi MIMO v2.5	$0.0035	16.0s	1%	100	100	100	100	27	2	0	0	0	0	43%
106	Llama 3.1 8B	$0.0005	3.3s	0%	100	100	100	100	0	0	0	0	0	0	40%
107	Ministral 8B	$0.0002	6.9s	0%	100	100	100	100	0	0	0	0	0	0	40%
113	GPT-4.1	$0.0090	13.4s	0%	100	100	98	98	0	0	0	0	0	0	40%
111	Xiaomi MIMO v2.5 Pro	$0.0027	14.7s	0%	100	100	92	92	9	2	0	0	0	0	40%
115	Z.AI GLM 4.5 Air	$0.0014	19.0s	0%	100	100	98	27	0	0	0	0	0	0	33%
112	GPT-4.1 Mini	$0.0017	9.9s	3%	100	100	54	27	27	0	0	0	0	0	31%
125	Claude Sonnet 4	$0.021	23.1s	1%	100	92	77	27	9	0	0	0	0	0	31%
114	Llama 3.1 70B	$0.0020	6.2s	0%	100	100	100	0	0	0	0	0	0	0	30%
116	DeepSeek V3.1	$0.0016	9.7s	0%	98	92	77	2	0	0	0	0	0	0	27%
118	Gemma 3 12B	$0.0003	22.5s	0%	98	98	54	0	0	0	0	0	0	0	25%
119	ByteDance Seed 1.6 Flash	$0.0011	18.5s	1%	100	98	9	9	9	0	0	0	0	0	23%
124	MiniMax M2.5	$0.0025	35.2s	0%	100	100	0	0	0	0	0	0	0	0	20%
122	Writer: Palmyra X5	$0.0068	17.3s	0%	100	98	0	0	0	0	0	0	0	0	20%
132	Rocinante 12B	$0.0009	43.8s	0%	92	9	0	0	0	0	0	0	0	0	10%
123	Ministral 3 8B	$0.0005	8.0s	0%	100	0	0	0	0	0	0	0	0	0	10%
121	Ministral 3B	$0.0001	5.8s	0%	100	0	0	0	0	0	0	0	0	0	10%
120	Ministral 3 3B	$0.0002	3.1s	0%	92	2	2	0	0	0	0	0	0	0	10%
128	Z.AI GLM 4.5	$0.0027	21.6s	0%	77	2	0	0	0	0	0	0	0	0	8%
147	Claude Opus 4	$0.099	39.0s	0%	54	9	2	0	0	0	0	0	0	0	6%
138	Claude 3 Haiku	$0.0012	33.9s	0%	27	0	0	0	0	0	0	0	0	0	3%
144	GPT-4o Mini (temp=1)	$0.0005	1.1m	0%	0	0	0	0	0	0	0	0	0	0	0%
130	Arcee AI: Trinity Mini	$0.0003	7.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
141	GPT-4o Mini (temp=0)	$0.0005	48.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
133	Claude Haiku 4.5	$0.0042	6.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
136	LFM2 24B	$0.0002	24.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
139	Cohere Command R+ (Aug. 2024)	$0.0079	8.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
140	WizardLM 2 8x22b	$0.0020	32.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
142	GPT-4o, May 13th (temp=1)	$0.013	17.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
127	Mistral NeMO	$0.0003	4.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
143	GPT-4o, May 13th (temp=0)	$0.014	19.3s	0%	0	0	0	0	0	0	0	0	0	0	0%
146	Mistral Large	$0.025	47.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
131	Qwen 2.5 72B	$0.0008	10.0s	0%	0	0	0	0	0	0	0	0	0	0	0%
137	GPT-4o, Aug. 6th (temp=1)	$0.0071	4.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
135	GPT-4o, Aug. 6th (temp=0)	$0.0064	3.8s	0%	0	0	0	0	0	0	0	0	0	0	0%
134	Mistral Large 2	$0.0049	5.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
126	Arcee AI: Trinity Large (Preview)	$0.0000	5.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
129	Hermes 3 70B	$0.0007	5.7s	0%	0	0	0	0	0	0	0	0	0	0	0%
68.23%