20 word summary

Write N of X

Write exactly N words/sentences/paragraphs...

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

	Score
Claude Opus 4.6 (Reasoning)	100%
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%
GPT-5.5 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.5 (Reasoning, Low)	100%
GPT-5.1	100%
MoonshotAI: Kimi K2.6	100%
Qwen 3.5 397B A17B	100%
Gemma 4 31B (Reasoning)	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%
Qwen 3.5 27B	100%

	Score	Cost	Time
Stealth: Aurora Alpha	100%	—	757ms
Inception Mercury	100%	$0.0002	657ms
Ministral 3 3B	100%	$0.0002	393ms
GPT-4.1 Nano	100%	$0.0001	2.3s
Gemma 4 26B	100%	$0.0002	3.8s
Inception Mercury 2	100%	$0.0004	637ms
GPT-4.1 Mini	99%	$0.0002	1.7s
Nemotron 3 Super	100%	$0.0000	5.2s
Stealth: Healer Alpha	99%	$0.0000	12.2s
GPT-5.4 Nano	99%	$0.0003	1.1s
Gemini 3.1 Flash Lite	100%	$0.0004	896ms
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0004	779ms
Z.AI GLM 4.5	99%	$0.0004	2.1s
GPT-4o Mini (temp=0)	100%	$0.0002	3.0s
DeepSeek-V2 Chat	98%	$0.0002	2.8s
DeepSeek V3 (2025-03-24)	100%	$0.0004	2.4s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	866ms
GPT-5.4 Mini	99%	$0.0005	685ms
GPT-5.4 Nano (Reasoning)	100%	$0.0005	2.0s
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0005	1.9s

	Score	Cost	Speed	Stability
Stealth: Aurora Alpha	100%	—	757ms	100%
Inception Mercury	100%	$0.0002	657ms	100%
Inception Mercury 2	100%	$0.0004	637ms	100%
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0004	779ms	100%
Gemini 3.1 Flash Lite	100%	$0.0004	896ms	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0004	866ms	100%
Ministral 3 3B	100%	$0.0002	393ms	99%
GPT-4o Mini (temp=0)	100%	$0.0002	3.0s	100%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0005	1.9s	100%
GPT-5.4 Nano (Reasoning)	100%	$0.0005	2.0s	100%
Mistral Large 3	100%	$0.0008	998ms	100%
Gemma 4 26B	100%	$0.0002	3.8s	100%
GPT-4.1 Nano	100%	$0.0001	2.3s	99%
Nemotron 3 Super	100%	$0.0000	5.2s	100%
Gemini 3 Flash (Preview)	100%	$0.0009	1.1s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0011	1.7s	100%
DeepSeek V3 (2025-03-24)	100%	$0.0004	2.4s	99%
GPT-4.1 Mini	99%	$0.0002	1.7s	98%
Z.AI GLM 4.5	99%	$0.0004	2.1s	98%
GPT-5.4 Mini (Reasoning)	100%	$0.0016	2.1s	100%

Write N of X

20 word 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
99	Claude Opus 4.6 (Reasoning)	$0.022	13.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
109	Qwen3.6 Max Preview	$0.019	1.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
128	Gemini 3.1 Pro (Preview)	$0.046	35.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
104	Z.AI GLM 5.1	$0.013	1.3m	100%	100	100	100	100	100	100	100	100	100	100	100%
68	Z.AI GLM 5 Turbo	$0.0066	16.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
53	Grok 4.3 (Reasoning)	$0.0040	13.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
49	GPT-5.4 (Reasoning)	$0.0051	4.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
77	GPT-5.5 (Reasoning)	$0.012	4.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
25	GPT-5 Mini	$0.0014	5.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
75	GPT-5.5 (Reasoning, Low)	$0.012	4.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
33	GPT-5.1	$0.0026	3.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
118	MoonshotAI: Kimi K2.6	$0.014	2.0m	100%	100	100	100	100	100	100	100	100	100	100	100%
131	Qwen 3.5 397B A17B	$0.024	2.8m	100%	100	100	100	100	100	100	100	100	100	100	100%
123	Gemma 4 31B (Reasoning)	$0.0013	3.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
86	Qwen 3.5 Plus (2026-04-20)	$0.0073	42.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
93	Gemma 4 26B (Reasoning)	$0.0019	1.4m	100%	100	100	100	100	100	100	100	100	100	100	100%
44	GPT-5.4 (Reasoning, Low)	$0.0043	3.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
112	Z.AI GLM 5	$0.013	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
113	MoonshotAI: Kimi K2.5	$0.015	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
107	Qwen 3.5 27B	$0.016	1.1m	100%	100	100	100	100	100	100	100	100	100	100	100%
55	Qwen 3.6 Flash	$0.0043	13.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
20	GPT-5.4 Mini (Reasoning)	$0.0016	2.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
83	Gemini 3 Flash (Preview, Reasoning)	$0.012	19.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
69	o4 Mini High	$0.0067	15.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
43	GPT-5.2	$0.0041	3.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
59	DeepSeek V4 Pro (Reasoning)	$0.0019	26.4s	100%	100	100	100	100	100	100	100	100	100	100	100%
100	Qwen 3.6 27B	$0.013	56.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
42	MiniMax M2.7	$0.0013	14.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
52	Qwen 3.6 35B	$0.0029	17.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
106	Gemini 3 Pro (Preview)	$0.028	17.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
121	Z.AI GLM 4.7	$0.0075	2.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
37	o4 Mini	$0.0029	5.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
95	Qwen 3.5 35B	$0.013	38.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
117	ByteDance Seed 2.0 Mini	$0.0027	2.7m	100%	100	100	100	100	100	100	100	100	100	100	100%
29	GPT-OSS 120B	$0.0002	13.6s	100%	100	100	100	100	100	100	100	100	100	100	100%
74	Qwen 3.5 Flash	$0.0029	42.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
97	Qwen 3.5 9B	$0.0012	1.6m	100%	100	100	100	100	100	100	100	100	100	100	100%
16	GPT-5.4 Mini (Reasoning, Low)	$0.0011	1.7s	100%	100	100	100	100	100	100	100	100	100	100	100%
11	Mistral Large 3	$0.0008	998ms	100%	100	100	100	100	100	100	100	100	100	100	100%
66	ByteDance Seed 2.0 Lite	$0.0029	30.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
14	Nemotron 3 Super	$0.0000	5.2s	100%	100	100	100	100	100	100	100	100	100	100	100%
3	Inception Mercury 2	$0.0004	637ms	100%	100	100	100	100	100	100	100	100	100	100	100%
1	Stealth: Aurora Alpha	—	757ms	100%	100	100	100	100	100	100	100	100	100	100	100%
22	GPT-5 Nano	$0.0004	8.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
10	GPT-5.4 Nano (Reasoning)	$0.0005	2.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
2	Inception Mercury	$0.0002	657ms	100%	100	100	100	100	100	100	100	100	100	100	100%
8	GPT-4o Mini (temp=0)	$0.0002	3.0s	100%	100	100	100	100	100	100	100	100	100	100	100%
62	GPT-5	$0.0072	9.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
73	ByteDance Seed 1.6	$0.0036	35.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
5	Gemini 3.1 Flash Lite	$0.0004	896ms	100%	100	100	100	100	100	100	100	100	100	100	100%
9	GPT-5.4 Nano (Reasoning, Low)	$0.0005	1.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
4	Gemini 3.1 Flash Lite (Reasoning)	$0.0004	779ms	100%	100	100	100	100	100	100	100	100	100	100	100%
90	Z.AI GLM 4.7 Flash	$0.0022	1.2m	100%	100	100	100	100	100	100	100	100	100	100	100%
76	Claude Sonnet 4.6 (Reasoning)	$0.011	7.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
12	Gemma 4 26B	$0.0002	3.8s	100%	100	100	100	100	100	100	100	100	100	100	100%
65	GPT-4o Mini (temp=1)	$0.0002	41.5s	100%	100	100	100	100	100	100	100	100	100	100	100%
15	Gemini 3 Flash (Preview)	$0.0009	1.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
31	Gemma 4 31B	$0.0003	12.9s	100%	100	100	100	100	100	100	100	100	100	100	100%
6	Gemini 3.1 Flash Lite (Preview)	$0.0004	866ms	100%	100	100	100	100	100	100	100	100	100	100	100%
87	Gemini 2.5 Pro	$0.015	12.3s	100%	100	100	100	100	100	100	100	100	100	100	100%
81	GPT-4o, May 13th (temp=0)	$0.0082	32.1s	100%	100	100	100	100	100	100	100	100	100	100	100%
89	Grok 4	$0.014	18.6s	99%	100	100	100	100	100	100	100	100	100	98	100%
58	Grok 4.20 (Beta, Reasoning)	$0.0064	3.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
57	Gemini 2.5 Flash (Reasoning)	$0.0050	8.9s	99%	100	100	100	100	100	100	100	100	100	98	100%
80	Claude Opus 4.7	$0.014	1.8s	99%	100	100	100	100	100	100	100	100	100	98	100%
21	Gemini 2.5 Flash Lite (Reasoning)	$0.0006	4.6s	99%	100	100	100	100	100	100	100	100	100	98	100%
72	GPT-4o, May 13th (temp=1)	$0.0081	11.5s	99%	100	100	100	100	100	100	100	100	100	98	100%
17	DeepSeek V3 (2025-03-24)	$0.0004	2.4s	99%	100	100	100	100	100	100	100	100	100	98	100%
7	Ministral 3 3B	$0.0002	393ms	99%	100	100	100	100	100	100	100	100	100	98	100%
64	GPT-5.5	$0.0087	1.8s	99%	100	100	100	100	100	100	100	100	100	98	100%
51	Claude Sonnet 4.6	$0.0058	1.7s	99%	100	100	100	100	100	100	100	100	100	98	100%
13	GPT-4.1 Nano	$0.0001	2.3s	99%	100	100	100	100	100	100	100	100	100	98	100%
26	GPT-5.4	$0.0018	1.2s	99%	100	100	100	100	100	100	100	100	98	98	100%
27	Mistral Small 4 (Reasoning)	$0.0008	6.0s	99%	100	100	100	100	100	100	100	100	98	98	100%
23	Grok 4.1 Fast	$0.0005	4.0s	99%	100	100	100	100	100	100	100	98	98	98	100%
19	Z.AI GLM 4.5	$0.0004	2.1s	98%	100	100	100	100	100	100	100	98	98	98	99%
30	Qwen 3.5 Plus (2026-02-15)	$0.0007	7.4s	98%	100	100	100	100	100	100	100	98	98	98	99%
24	GPT-4.1	$0.0012	1.7s	98%	100	100	100	100	100	100	100	98	98	98	99%
18	GPT-4.1 Mini	$0.0002	1.7s	98%	100	100	100	100	100	100	100	98	98	98	99%
56	Claude 3.7 Sonnet	$0.0058	3.4s	99%	100	100	100	100	100	100	100	98	98	98	99%
47	GPT-4o, Aug. 6th (temp=1)	$0.0041	1.4s	98%	100	100	100	100	100	100	98	98	98	98	99%
54	ByteDance Seed 1.6 Flash	$0.0009	16.4s	95%	100	100	100	100	100	100	100	100	100	92	99%
46	Stealth: Healer Alpha	$0.0000	12.2s	95%	100	100	100	100	100	100	100	100	100	92	99%
35	Grok 4 Fast	$0.0005	3.3s	95%	100	100	100	100	100	100	100	100	100	92	99%
108	Claude Opus 4	$0.029	7.6s	98%	100	100	100	100	100	98	98	98	98	98	99%
85	Claude Opus 4.7 (Reasoning)	$0.014	1.7s	95%	100	100	100	100	100	100	100	100	98	92	99%
34	DeepSeek V3 (2024-12-26)	$0.0006	1.4s	95%	100	100	100	100	100	100	100	100	98	92	99%
28	GPT-5.4 Nano	$0.0003	1.1s	95%	100	100	100	100	100	100	100	100	98	92	99%
50	MiniMax M2.5	$0.0010	11.7s	95%	100	100	100	100	100	100	100	98	98	92	99%
32	GPT-5.4 Mini	$0.0005	685ms	95%	100	100	100	100	100	100	100	98	98	92	99%
38	Grok 4.20	$0.0014	826ms	95%	100	100	100	100	100	100	100	98	98	92	99%
71	Claude 3.5 Sonnet	$0.0058	10.6s	95%	100	100	100	100	100	100	98	98	98	92	99%
45	Xiaomi MIMO v2.5	$0.0009	4.6s	95%	100	100	100	100	100	98	98	98	98	92	99%
36	DeepSeek V4 Flash (Reasoning)	$0.0001	3.3s	95%	100	100	100	100	100	98	98	98	98	92	99%
48	GPT-4o, Aug. 6th (temp=0)	$0.0041	1.2s	98%	98	98	98	98	98	98	98	98	98	98	98%
41	Qwen 2.5 72B	$0.0007	1.3s	94%	100	100	100	100	100	100	100	100	92	92	98%
40	DeepSeek-V2 Chat	$0.0002	2.8s	94%	100	100	100	100	100	100	100	100	92	92	98%
79	Z.AI GLM 4.6	$0.0037	32.6s	94%	100	100	100	98	98	98	98	98	98	92	98%
61	Stealth: Hunter Alpha	$0.0000	21.0s	93%	100	100	100	100	100	98	98	98	92	92	98%
39	Gemini 2.5 Flash Lite	$0.0002	445ms	93%	100	100	100	100	100	98	98	98	92	92	98%
70	Claude Sonnet 4	$0.0058	2.2s	93%	100	100	100	98	98	98	98	98	92	92	98%
67	Xiaomi MIMO v2.5 Pro	$0.0013	6.2s	87%	100	100	100	100	100	100	98	98	98	77	97%
82	Aion 2.0	$0.0028	23.3s	86%	100	100	100	100	100	100	100	100	92	77	97%
60	Gemma 3 12B	$0.0001	1.1s	86%	100	100	100	100	100	98	98	98	92	77	96%
63	Ministral 3 8B	$0.0002	553ms	86%	100	100	98	98	98	98	92	92	92	77	95%
91	Claude Opus 4.6	$0.0097	5.6s	86%	100	98	98	98	98	98	92	92	92	77	95%
84	DeepSeek V4 Flash	$0.0001	3.4s	72%	100	100	100	100	100	98	98	98	92	54	94%
101	Claude Opus 4.5	$0.0097	2.8s	72%	100	100	100	100	98	98	98	98	92	54	94%
78	Mistral Small 3.2 24B	$0.0002	804ms	80%	100	98	98	98	98	98	92	77	77	77	92%
115	Nemotron 3 Nano	$0.0003	21.6s	41%	100	100	100	100	100	100	100	100	100	2	90%
133	Qwen 3.5 122B	$0.023	48.5s	40%	100	100	100	100	100	100	100	100	100	0	90%
92	Cohere Command R+ (Aug. 2024)	$0.0044	999ms	76%	100	98	98	98	98	92	77	77	77	77	90%
88	DeepSeek V4 Pro	$0.0011	5.3s	77%	100	98	92	92	92	92	92	77	77	77	89%
110	Hermes 3 405B	$0.0000	7.1s	41%	100	100	100	100	100	100	98	92	92	0	88%
96	Mistral Medium 3.1	$0.0007	954ms	66%	100	100	98	98	92	92	92	77	77	54	88%
94	Mistral Small 4	$0.0002	752ms	67%	100	100	100	100	98	92	77	77	77	54	88%
102	Claude Sonnet 4.5	$0.0058	2.5s	67%	100	98	98	92	92	92	92	77	77	54	87%
105	DeepSeek V3.1	$0.0004	2.8s	51%	100	100	100	98	98	92	92	77	54	27	84%
98	Ministral 3 14B	$0.0003	589ms	63%	100	98	92	77	77	77	77	77	77	77	83%
111	Llama 3.1 8B	$0.0003	661ms	43%	100	100	100	100	100	98	92	77	27	27	82%
119	Arcee AI: Trinity Large (Preview)	$0.0000	1.4s	31%	100	100	100	100	98	98	92	92	27	0	81%
116	Grok 4.3	$0.0020	1.1s	42%	100	100	98	92	92	92	92	77	27	27	80%
127	Grok 4.20 (Reasoning)	$0.0038	8.7s	20%	100	100	100	100	100	100	100	98	0	0	80%
114	Gemma 3 27B	$0.0002	1.6s	43%	100	98	98	92	92	92	77	77	27	27	78%
103	Mistral Small Creative	$0.0002	432ms	61%	100	77	77	77	77	77	77	77	77	54	77%
122	Qwen 3 32B	$0.0004	7.3s	28%	100	100	100	100	92	92	92	77	9	9	77%
120	Qwen3 235B A22B Instruct 2507	$0.0002	1.7s	35%	100	100	98	92	92	77	77	54	54	2	75%
124	Claude 3 Haiku	$0.0005	11.7s	31%	100	100	100	100	98	77	54	54	27	9	72%
125	Grok 4.20 (Beta)	$0.0008	615ms	26%	100	100	100	98	92	77	54	54	9	9	69%
129	Claude Haiku 4.5	$0.0019	1.6s	22%	100	100	100	98	77	54	54	27	27	9	65%
126	Gemini 2.5 Flash	$0.0003	644ms	31%	98	92	92	77	77	77	54	27	27	9	63%
130	Z.AI GLM 4.5 Air	$0.0005	6.2s	19%	100	100	98	77	77	54	27	27	9	9	58%
132	Llama 3.1 Nemotron 70B	$0.0006	1.3s	6%	100	100	98	98	92	27	9	9	2	0	54%
134	DeepSeek V3.2	$0.0005	4.9s	4%	100	98	92	77	54	2	2	2	0	0	43%
135	Writer: Palmyra X5	$0.0013	9.0s	4%	92	92	77	54	27	9	0	0	0	0	35%
137	WizardLM 2 8x22b	$0.0014	14.8s	0%	100	98	98	0	0	0	0	0	0	0	30%
136	Ministral 3B	$0.0001	557ms	0%	92	92	54	0	0	0	0	0	0	0	24%
139	Hermes 3 70B	$0.0007	3.2s	0%	77	54	0	0	0	0	0	0	0	0	13%
138	Arcee AI: Trinity Mini	$0.0001	522ms	0%	77	54	0	0	0	0	0	0	0	0	13%
140	Ministral 8B	$0.0002	1.2s	0%	100	2	0	0	0	0	0	0	0	0	10%
141	Mistral NeMO	$0.0002	1.9s	0%	92	0	0	0	0	0	0	0	0	0	9%
143	Rocinante 12B	$0.0005	9.3s	0%	92	0	0	0	0	0	0	0	0	0	9%
147	Mistral Large	$0.016	11.8s	0%	54	9	9	0	0	0	0	0	0	0	7%
142	LFM2 24B	$0.0001	827ms	1%	54	2	2	2	2	2	2	0	0	0	6%
145	Llama 3.1 70B	$0.0014	759ms	0%	27	0	0	0	0	0	0	0	0	0	3%
144	Gemma 3 4B	$0.0001	698ms	0%	0	0	0	0	0	0	0	0	0	0	0%
146	Mistral Large 2	$0.0040	1.9s	0%	0	0	0	0	0	0	0	0	0	0	0%
87.87%