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Performance Score Distribution (Top 20)

Click a model name to view its detail page.

	Score
Claude Opus 4.6 (Reasoning)	100%
Gemini 3.1 Pro (Preview)	100%
Z.AI GLM 5 Turbo	100%
GPT-5.4 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5	100%
Qwen 3.5 397B A17B	100%
Qwen 3.5 122B	100%
Grok 4.20 (Beta, Reasoning)	100%
GPT-5.4 (Reasoning, Low)	100%
Z.AI GLM 5	100%
Claude Sonnet 4.6	100%
Qwen 3.5 27B	100%
ByteDance Seed 1.6	100%
GPT-5.4 Mini (Reasoning)	100%
Gemini 3 Flash (Preview, Reasoning)	100%
Gemini 3 Pro (Preview)	100%
Qwen 3.5 35B	100%
Qwen 3.5 Flash	100%
Qwen 3.5 9B	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
GPT-5.4 Nano	99%	$0.0009	2.8s
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
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
Stealth: Healer Alpha	94%	$0.0000	9.4s
DeepSeek V3 (2025-03-24)	100%	$0.0007	17.4s
Mistral Large 3	100%	$0.0014	7.7s
DeepSeek V3.1	90%	$0.0010	8.1s
ByteDance Seed 1.6 Flash	89%	$0.0007	10.2s
Inception Mercury	96%	$0.0005	2.1s
Mistral Small Creative	84%	$0.0003	2.7s

	Score	Cost	Speed	Stability
Gemini 3.1 Flash Lite (Preview)	100%	$0.0010	2.3s	99%
Mistral Small 3.2 24B	100%	$0.0003	5.5s	100%
Grok 4.20 (Beta)	100%	$0.0025	1.6s	100%
Gemma 3 4B	100%	$0.0001	6.6s	100%
GPT-5.4 Mini	100%	$0.0027	2.8s	100%
Gemini 3 Flash (Preview)	100%	$0.0021	3.9s	100%
Grok 4 Fast	100%	$0.0005	5.3s	99%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0029	3.0s	100%
Mistral Large 3	100%	$0.0014	7.7s	100%
GPT-5.4 Nano	99%	$0.0009	2.8s	95%
GPT-5.4 Nano (Reasoning)	99%	$0.0013	6.1s	95%
Llama 3.1 Nemotron 70B	100%	$0.0007	14.8s	100%
GPT-5.4 Mini (Reasoning)	100%	$0.0044	7.9s	100%
Grok 4.20 (Beta, Reasoning)	100%	$0.0065	4.9s	100%
Nemotron 3 Super	100%	$0.0000	17.3s	99%
Gemini 2.5 Flash Lite (Reasoning)	99%	$0.0009	10.2s	95%
DeepSeek V3 (2025-03-24)	100%	$0.0007	17.4s	100%
Qwen 3.5 Plus (2026-02-15)	100%	$0.0016	17.7s	100%
GPT-5 Mini	100%	$0.0029	16.1s	100%
Inception Mercury	96%	$0.0005	2.1s	85%

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20 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
68	Claude Opus 4.6 (Reasoning)	$0.040	21.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	Gemini 3.1 Pro (Preview)	$0.039	33.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
26	Z.AI GLM 5 Turbo	$0.0065	16.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
45	GPT-5.4 (Reasoning)	$0.017	16.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
19	GPT-5 Mini	$0.0029	16.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
39	GPT-5	$0.012	21.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
89	Qwen 3.5 397B A17B	$0.017	2.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
99	Qwen 3.5 122B	$0.041	1.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Grok 4.20 (Beta, Reasoning)	$0.0065	4.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
23	GPT-5.4 (Reasoning, Low)	$0.0091	8.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	Z.AI GLM 5	$0.0081	41.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
30	Claude Sonnet 4.6	$0.013	11.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
57	Qwen 3.5 27B	$0.011	56.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
41	ByteDance Seed 1.6	$0.0040	40.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
13	GPT-5.4 Mini (Reasoning)	$0.0044	7.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	Gemini 3 Flash (Preview, Reasoning)	$0.0098	16.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
56	Gemini 3 Pro (Preview)	$0.029	17.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
48	Qwen 3.5 35B	$0.011	35.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
40	Qwen 3.5 Flash	$0.0024	41.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
60	Qwen 3.5 9B	$0.0011	1.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
18	Qwen 3.5 Plus (2026-02-15)	$0.0016	17.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
8	GPT-5.4 Mini (Reasoning, Low)	$0.0029	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
9	Mistral Large 3	$0.0014	7.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	DeepSeek-V2 Chat	$0.0004	27.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
64	ByteDance Seed 2.0 Lite	$0.0070	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
21	GPT-5.4	$0.0081	9.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Grok 4.20 (Beta)	$0.0025	1.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	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%
51	Claude Sonnet 4.6 (Reasoning)	$0.022	19.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
36	MoonshotAI: Kimi K2.5	$0.0047	32.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
27	o4 Mini	$0.0078	17.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Gemini 3 Flash (Preview)	$0.0021	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	Z.AI GLM 4.7 Flash	$0.0010	37.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
28	GPT-5 Nano	$0.0011	31.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
17	DeepSeek V3 (2025-03-24)	$0.0007	17.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
59	Z.AI GLM 4.7	$0.0042	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
69	ByteDance Seed 2.0 Mini	$0.0017	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
44	Gemini 2.5 Pro	$0.018	14.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
29	Aion 2.0	$0.0031	28.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	Claude Opus 4.5	$0.019	11.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	Llama 3.1 Nemotron 70B	$0.0007	14.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Gemma 3 4B	$0.0001	6.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	Nemotron 3 Super	$0.0000	17.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
32	o4 Mini High	$0.0084	19.1s	99%	100	100	100	100	100	100	100	100	100	98	100%
1	Gemini 3.1 Flash Lite (Preview)	$0.0010	2.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
50	Claude Opus 4.6	$0.021	14.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
7	Grok 4 Fast	$0.0005	5.3s	99%	100	100	100	100	100	100	100	100	98	98	100%
22	GPT-5.2	$0.0074	9.0s	98%	100	100	100	100	100	100	98	98	98	98	99%
47	GPT-5.1	$0.014	18.4s	95%	100	100	100	100	100	100	100	100	100	92	99%
11	GPT-5.4 Nano (Reasoning)	$0.0013	6.1s	95%	100	100	100	100	100	100	100	100	98	92	99%
16	Gemini 2.5 Flash Lite (Reasoning)	$0.0009	10.2s	95%	100	100	100	100	100	100	100	100	98	92	99%
55	Z.AI GLM 4.6	$0.0031	54.3s	95%	100	100	100	100	100	100	98	98	98	92	99%
10	GPT-5.4 Nano	$0.0009	2.8s	95%	100	100	100	100	100	100	98	98	98	92	99%
38	GPT-4o Mini (temp=1)	$0.0005	34.2s	94%	100	100	100	100	100	100	98	98	92	92	98%
52	GPT-4o Mini (temp=0)	$0.0004	52.5s	93%	100	100	98	98	98	98	98	98	92	92	97%
35	Qwen 3 32B	$0.0005	21.0s	87%	100	100	100	100	100	100	98	98	98	77	97%
37	Claude Sonnet 4.5	$0.011	9.0s	92%	100	100	98	98	98	98	98	92	92	92	97%
20	Inception Mercury	$0.0005	2.1s	85%	100	100	100	100	98	98	98	98	92	77	96%
24	Inception Mercury 2	$0.0012	1.7s	85%	100	100	100	100	98	98	98	92	92	77	96%
46	Mistral Small 4 (Reasoning)	$0.0011	11.3s	72%	100	100	100	100	100	100	100	100	98	54	95%
92	Claude Opus 4	$0.060	20.1s	82%	100	100	100	100	100	100	98	92	77	77	95%
42	Stealth: Healer Alpha	$0.0000	9.4s	72%	100	100	100	100	100	100	100	98	92	54	94%
53	Stealth: Aurora Alpha	—	9.2s	72%	100	100	100	100	100	100	100	92	92	54	94%
34	GPT-5.4 Nano (Reasoning, Low)	$0.0009	3.2s	77%	100	100	100	98	92	92	92	92	77	77	92%
62	GPT-4.1	$0.0045	5.8s	46%	100	100	100	100	100	100	98	98	98	9	90%
76	Claude Sonnet 4	$0.013	13.2s	45%	100	100	100	100	100	98	98	98	98	9	90%
65	Stealth: Hunter Alpha	$0.0000	10.4s	41%	100	100	100	100	100	100	100	100	100	2	90%
54	Llama 3.1 8B	$0.0004	2.3s	56%	100	100	100	100	100	98	98	98	77	27	90%
66	DeepSeek V3.1	$0.0010	8.1s	40%	100	100	100	100	100	100	100	98	98	0	90%
67	ByteDance Seed 1.6 Flash	$0.0007	10.2s	41%	100	100	100	100	100	100	98	98	92	0	89%
58	Grok 4.1 Fast	$0.0006	7.5s	51%	100	100	100	100	100	100	100	100	54	27	88%
74	DeepSeek V3.2	$0.0007	26.4s	41%	100	100	100	100	100	100	100	98	77	2	88%
70	Mistral Medium 3.1	$0.0017	10.2s	40%	100	100	100	100	100	98	98	92	77	0	87%
85	MiniMax M2.7	$0.0038	49.3s	45%	100	100	100	98	98	92	92	92	77	9	86%
72	Gemma 3 27B	$0.0003	16.4s	42%	100	100	100	100	98	98	98	92	54	9	85%
61	Mistral Small Creative	$0.0003	2.7s	43%	100	100	100	98	98	98	92	92	54	9	84%
63	Claude 3.5 Haiku	$0.0031	7.1s	50%	100	100	100	100	98	92	92	77	54	27	84%
71	DeepSeek V3 (2024-12-26)	$0.0009	12.7s	43%	100	100	100	100	98	98	92	92	27	27	84%
75	Nemotron 3 Nano	$0.0004	27.1s	43%	100	100	100	100	100	100	98	77	27	27	83%
90	Grok 4	$0.012	18.0s	20%	100	100	100	100	100	100	100	100	0	0	80%
79	Writer: Palmyra X5	$0.0034	7.7s	20%	100	100	100	100	100	100	100	100	0	0	80%
100	Claude 3.5 Sonnet	$0.011	53.6s	27%	100	100	100	100	100	100	100	27	27	9	76%
84	Gemma 3 12B	$0.0002	14.1s	21%	100	100	100	100	100	100	98	54	2	0	75%
78	Ministral 3 8B	$0.0003	3.1s	27%	100	100	100	100	92	77	77	77	9	9	74%
77	Llama 3.1 70B	$0.0018	3.9s	32%	100	100	98	92	92	92	77	54	27	2	73%
83	Gemini 2.5 Flash (Reasoning)	$0.0053	10.0s	30%	100	100	98	92	92	92	77	27	27	9	72%
81	GPT-4o, Aug. 6th (temp=1)	$0.0073	4.4s	31%	100	100	98	92	77	77	77	54	27	9	71%
104	GPT-4o, May 13th (temp=1)	$0.013	51.2s	28%	100	100	100	98	92	77	54	54	27	2	70%
80	GPT-4o, Aug. 6th (temp=0)	$0.0069	4.1s	32%	100	98	98	98	92	77	54	27	27	27	70%
93	Hermes 3 405B	$0.0000	24.7s	8%	100	100	100	100	100	100	100	0	0	0	70%
91	WizardLM 2 8x22b	$0.0019	30.9s	22%	100	100	98	98	92	92	77	27	9	2	70%
82	GPT-4.1 Mini	$0.0010	6.7s	26%	100	100	92	92	92	77	54	27	27	0	66%
88	Z.AI GLM 4.5	$0.0012	9.2s	14%	100	100	100	100	98	77	77	9	0	0	66%
87	Ministral 3 3B	$0.0002	2.3s	12%	100	100	100	100	100	92	54	2	2	0	65%
86	Ministral 3 14B	$0.0004	4.2s	23%	100	92	92	77	77	54	54	54	9	0	61%
97	GPT-4o, May 13th (temp=0)	$0.012	15.2s	22%	98	92	92	92	54	54	27	27	27	27	59%
102	MiniMax M2.5	$0.0018	28.7s	3%	100	100	100	100	98	92	0	0	0	0	59%
98	Qwen3 235B A22B Instruct 2507	$0.0004	10.4s	3%	100	100	100	100	100	27	2	0	0	0	53%
95	Mistral Small 4	$0.0006	5.3s	9%	100	100	98	92	54	54	27	0	0	0	52%
94	Claude Haiku 4.5	$0.0036	5.5s	16%	98	92	77	77	77	27	27	27	9	0	51%
96	Gemini 2.5 Flash	$0.0016	3.2s	15%	92	92	54	54	54	27	27	9	9	0	42%
108	Rocinante 12B	$0.0007	32.3s	4%	100	100	92	54	54	0	0	0	0	0	40%
103	Qwen 2.5 72B	$0.0008	9.8s	8%	98	98	54	54	27	27	9	0	0	0	37%
101	Ministral 3B	$0.0001	1.9s	4%	100	98	77	27	27	9	0	0	0	0	34%
105	GPT-4.1 Nano	$0.0003	6.7s	3%	100	77	54	54	9	9	2	0	0	0	30%
117	Claude 3 Haiku	$0.0009	1.3m	0%	100	100	100	0	0	0	0	0	0	0	30%
118	Mistral Large	$0.023	49.1s	12%	92	54	54	27	27	27	9	2	0	0	29%
106	Ministral 8B	$0.0002	3.5s	0%	100	98	54	27	0	0	0	0	0	0	28%
107	Gemini 2.5 Flash Lite	$0.0004	2.6s	0%	100	100	54	2	0	0	0	0	0	0	26%
109	LFM2 24B	$0.0001	12.9s	0%	100	98	0	0	0	0	0	0	0	0	20%
110	Hermes 3 70B	$0.0007	10.6s	0%	100	9	2	0	0	0	0	0	0	0	11%
114	Cohere Command R+ (Aug. 2024)	$0.0065	5.2s	0%	77	9	2	2	0	0	0	0	0	0	9%
115	Mistral Large 2	$0.0050	6.6s	0%	9	2	2	0	0	0	0	0	0	0	1%
112	Arcee AI: Trinity Large (Preview)	$0.0000	7.3s	0%	9	2	0	0	0	0	0	0	0	0	1%
116	Claude 3.7 Sonnet	$0.0099	8.6s	0%	0	0	0	0	0	0	0	0	0	0	0%
111	Mistral NeMO	$0.0003	3.4s	0%	0	0	0	0	0	0	0	0	0	0	0%
113	Arcee AI: Trinity Mini	$0.0002	6.1s	0%	0	0	0	0	0	0	0	0	0	0	0%
80.55%