Asking for directions (German)

Language Comprehension

Does the model understand more than just English?

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%
Claude Sonnet 4.6 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
GPT-5 Mini	100%
Claude Opus 4.6	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%
MoonshotAI: Kimi K2.5	100%
Qwen 3.5 27B	100%
ByteDance Seed 1.6	100%
GPT-5.4 Mini (Reasoning)	100%
Gemini 3 Flash (Preview, Reasoning)	100%
Claude Opus 4.5	100%
Aion 2.0	100%

	Score	Cost	Time
Mistral NeMO	100%	$0.0000	321ms
Ministral 8B	60%	$0.0000	341ms
Ministral 3 3B	100%	$0.0000	691ms
GPT-4o Mini (temp=0)	100%	$0.0000	728ms
Mistral Large 3	100%	$0.0001	7.5s
GPT-4o Mini (temp=1)	100%	$0.0000	800ms
Gemini 2.5 Flash Lite	100%	$0.0001	722ms
GPT-5.4 Mini	80%	$0.0002	812ms
Claude 3 Haiku	100%	$0.0001	1.1s
Arcee AI: Trinity Large (Preview)	80%	$0.0000	1.5s
Inception Mercury 2	60%	$0.0003	709ms
Mistral Small 3.2 24B	100%	$0.0000	1.6s
Grok 4.20 (Beta)	100%	$0.0004	728ms
Gemini 3.1 Flash Lite (Preview)	100%	$0.0002	995ms
Gemini 3 Flash (Preview)	100%	$0.0003	1.3s
Gemma 3 4B	100%	$0.0000	2.4s
Gemini 2.5 Flash	80%	$0.0004	1.2s
DeepSeek V3.1	100%	$0.0002	2.4s
Z.AI GLM 4.5	80%	$0.0001	3.8s
DeepSeek V3 (2025-03-24)	100%	$0.0001	7.5s

	Score	Cost	Speed	Stability
Mistral NeMO	100%	$0.0000	321ms	100%
Ministral 3 3B	100%	$0.0000	691ms	100%
GPT-4o Mini (temp=0)	100%	$0.0000	728ms	100%
Gemini 2.5 Flash Lite	100%	$0.0001	722ms	100%
GPT-4o Mini (temp=1)	100%	$0.0000	800ms	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0002	995ms	100%
Claude 3 Haiku	100%	$0.0001	1.1s	100%
Grok 4.20 (Beta)	100%	$0.0004	728ms	100%
Mistral Small 3.2 24B	100%	$0.0000	1.6s	100%
Gemini 3 Flash (Preview)	100%	$0.0003	1.3s	100%
Gemma 3 4B	100%	$0.0000	2.4s	100%
Claude 3.5 Haiku	100%	$0.0005	1.6s	100%
DeepSeek V3.1	100%	$0.0002	2.4s	100%
DeepSeek V3 (2024-12-26)	100%	$0.0001	3.2s	100%
Llama 3.1 70B	100%	$0.0002	3.3s	100%
Claude Haiku 4.5	100%	$0.0010	2.3s	100%
WizardLM 2 8x22b	100%	$0.0002	3.8s	100%
GPT-5.4	100%	$0.0016	2.0s	100%
DeepSeek-V2 Chat	100%	$0.0000	4.6s	100%
GPT-5.4 Mini (Reasoning, Low)	100%	$0.0008	3.5s	100%

Language Comprehension

Asking for directions (German)

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	Total
57	Claude Opus 4.6 (Reasoning)	$0.011	9.6s	100%	100	100	100	100	100	100%
59	Gemini 3.1 Pro (Preview)	$0.0096	12.5s	100%	100	100	100	100	100	100%
41	Z.AI GLM 5 Turbo	$0.0022	8.0s	100%	100	100	100	100	100	100%
49	Claude Sonnet 4.6 (Reasoning)	$0.0068	7.4s	100%	100	100	100	100	100	100%
46	GPT-5.4 (Reasoning)	$0.0050	8.1s	100%	100	100	100	100	100	100%
45	GPT-5 Mini	$0.0016	12.6s	100%	100	100	100	100	100	100%
42	Claude Opus 4.6	$0.0046	5.0s	100%	100	100	100	100	100	100%
66	Qwen 3.5 397B A17B	$0.0046	34.8s	100%	100	100	100	100	100	100%
50	Qwen 3.5 122B	$0.0046	11.7s	100%	100	100	100	100	100	100%
55	Grok 4.20 (Beta, Reasoning)	$0.012	7.4s	100%	100	100	100	100	100	100%
37	GPT-5.4 (Reasoning, Low)	$0.0033	4.2s	100%	100	100	100	100	100	100%
65	Z.AI GLM 5	$0.0035	30.7s	100%	100	100	100	100	100	100%
34	Claude Sonnet 4.6	$0.0026	3.5s	100%	100	100	100	100	100	100%
68	MoonshotAI: Kimi K2.5	$0.0057	46.4s	100%	100	100	100	100	100	100%
52	Qwen 3.5 27B	$0.0038	16.2s	100%	100	100	100	100	100	100%
47	ByteDance Seed 1.6	$0.0012	15.3s	100%	100	100	100	100	100	100%
36	GPT-5.4 Mini (Reasoning)	$0.0019	6.1s	100%	100	100	100	100	100	100%
21	Gemini 3 Flash (Preview, Reasoning)	$0.0013	3.2s	100%	100	100	100	100	100	100%
38	Claude Opus 4.5	$0.0040	3.6s	100%	100	100	100	100	100	100%
48	Aion 2.0	$0.0011	16.3s	100%	100	100	100	100	100	100%
61	Z.AI GLM 4.6	$0.0020	27.6s	100%	100	100	100	100	100	100%
58	MiniMax M2.7	$0.0019	25.7s	100%	100	100	100	100	100	100%
54	Gemini 3 Pro (Preview)	$0.011	8.0s	100%	100	100	100	100	100	100%
28	Claude Sonnet 4	$0.0023	3.1s	100%	100	100	100	100	100	100%
56	MiniMax M2.5	$0.0014	25.5s	100%	100	100	100	100	100	100%
70	Z.AI GLM 4.7	$0.0021	1.2m	100%	100	100	100	100	100	100%
51	Gemini 2.5 Pro	$0.0078	8.0s	100%	100	100	100	100	100	100%
44	o4 Mini	$0.0033	9.6s	100%	100	100	100	100	100	100%
35	Claude Sonnet 4.5	$0.0026	3.8s	100%	100	100	100	100	100	100%
64	Qwen 3.5 35B	$0.0064	23.4s	100%	100	100	100	100	100	100%
63	Claude Opus 4	$0.010	14.1s	100%	100	100	100	100	100	100%
43	Stealth: Hunter Alpha	$0.0000	13.1s	100%	100	100	100	100	100	100%
71	ByteDance Seed 2.0 Mini	$0.0017	1.8m	100%	100	100	100	100	100	100%
53	Qwen 3.5 Flash	$0.0012	21.9s	100%	100	100	100	100	100	100%
67	Qwen 3.5 9B	$0.0005	46.8s	100%	100	100	100	100	100	100%
24	Qwen 3.5 Plus (2026-02-15)	$0.0003	5.3s	100%	100	100	100	100	100	100%
30	Stealth: Healer Alpha	$0.0000	7.6s	100%	100	100	100	100	100	100%
6	Gemini 3.1 Flash Lite (Preview)	$0.0002	995ms	100%	100	100	100	100	100	100%
20	GPT-5.4 Mini (Reasoning, Low)	$0.0008	3.5s	100%	100	100	100	100	100	100%
31	Mistral Large 3	$0.0001	7.5s	100%	100	100	100	100	100	100%
33	GPT-4o, May 13th (temp=0)	$0.0025	3.4s	100%	100	100	100	100	100	100%
10	Gemini 3 Flash (Preview)	$0.0003	1.3s	100%	100	100	100	100	100	100%
16	Claude Haiku 4.5	$0.0010	2.3s	100%	100	100	100	100	100	100%
19	DeepSeek-V2 Chat	$0.0000	4.6s	100%	100	100	100	100	100	100%
62	Z.AI GLM 4.7 Flash	$0.0006	30.0s	100%	100	100	100	100	100	100%
60	ByteDance Seed 2.0 Lite	$0.0022	25.5s	100%	100	100	100	100	100	100%
18	GPT-5.4	$0.0016	2.0s	100%	100	100	100	100	100	100%
27	Claude 3.5 Sonnet	$0.0020	3.7s	100%	100	100	100	100	100	100%
8	Grok 4.20 (Beta)	$0.0004	728ms	100%	100	100	100	100	100	100%
12	Claude 3.5 Haiku	$0.0005	1.6s	100%	100	100	100	100	100	100%
14	DeepSeek V3 (2024-12-26)	$0.0001	3.2s	100%	100	100	100	100	100	100%
29	Claude 3.7 Sonnet	$0.0024	3.4s	100%	100	100	100	100	100	100%
40	Hermes 3 405B	$0.0000	11.8s	100%	100	100	100	100	100	100%
26	Mistral Large 2	$0.0012	4.8s	100%	100	100	100	100	100	100%
13	DeepSeek V3.1	$0.0002	2.4s	100%	100	100	100	100	100	100%
23	DeepSeek V3.2	$0.0001	5.6s	100%	100	100	100	100	100	100%
32	DeepSeek V3 (2025-03-24)	$0.0001	7.5s	100%	100	100	100	100	100	100%
4	Gemini 2.5 Flash Lite	$0.0001	722ms	100%	100	100	100	100	100	100%
25	Mistral Large	$0.0012	3.8s	100%	100	100	100	100	100	100%
5	GPT-4o Mini (temp=1)	$0.0000	800ms	100%	100	100	100	100	100	100%
9	Mistral Small 3.2 24B	$0.0000	1.6s	100%	100	100	100	100	100	100%
22	Gemma 3 12B	$0.0000	5.6s	100%	100	100	100	100	100	100%
15	Llama 3.1 70B	$0.0002	3.3s	100%	100	100	100	100	100	100%
3	GPT-4o Mini (temp=0)	$0.0000	728ms	100%	100	100	100	100	100	100%
69	Nemotron 3 Nano	$0.0011	1.2m	100%	100	100	100	100	100	100%
7	Claude 3 Haiku	$0.0001	1.1s	100%	100	100	100	100	100	100%
17	WizardLM 2 8x22b	$0.0002	3.8s	100%	100	100	100	100	100	100%
39	Cohere Command R+ (Aug. 2024)	$0.0029	5.5s	100%	100	100	100	100	100	100%
11	Gemma 3 4B	$0.0000	2.4s	100%	100	100	100	100	100	100%
2	Ministral 3 3B	$0.0000	691ms	100%	100	100	100	100	100	100%
1	Mistral NeMO	$0.0000	321ms	100%	100	100	100	100	100	100%
83	GPT-5.1	$0.0049	10.2s	20%	100	100	100	100	0	80%
87	GPT-5	$0.018	29.8s	20%	100	100	100	100	0	80%
82	GPT-5.2	$0.0025	5.2s	20%	100	100	100	100	0	80%
78	GPT-4.1	$0.0013	2.4s	20%	100	100	100	100	0	80%
118	Grok 4	$0.088	2.5m	20%	100	100	100	100	0	80%
84	Gemini 2.5 Flash (Reasoning)	$0.0051	10.0s	20%	100	100	100	100	0	80%
76	Z.AI GLM 4.5	$0.0001	3.8s	20%	100	100	100	100	0	80%
81	Gemini 2.5 Flash Lite (Reasoning)	$0.0007	6.8s	20%	100	100	100	100	0	80%
80	GPT-4o, May 13th (temp=1)	$0.0022	3.1s	20%	100	100	100	100	0	80%
72	GPT-5.4 Mini	$0.0002	812ms	20%	100	100	100	100	0	80%
79	Qwen 3 32B	$0.0001	5.8s	20%	100	100	100	100	0	80%
74	Gemini 2.5 Flash	$0.0004	1.2s	20%	100	100	100	100	0	80%
77	Qwen 2.5 72B	$0.0001	4.3s	20%	100	100	100	100	0	80%
73	Arcee AI: Trinity Large (Preview)	$0.0000	1.5s	20%	100	100	100	100	0	80%
75	Hermes 3 70B	$0.0001	3.2s	20%	100	100	100	100	0	80%
92	o4 Mini High	$0.0051	13.6s	2%	100	100	100	0	0	60%
98	Grok 4.1 Fast	$0.0017	33.6s	2%	100	100	100	0	0	60%
86	Inception Mercury 2	$0.0003	709ms	2%	100	100	100	0	0	60%
108	Stealth: Aurora Alpha	—	1.5s	2%	100	100	100	0	0	60%
88	Mistral Small 4 (Reasoning)	$0.0004	4.6s	2%	100	100	100	0	0	60%
90	Gemma 3 27B	$0.0001	9.1s	2%	100	100	100	0	0	60%
91	Llama 3.1 Nemotron 70B	$0.0002	13.9s	2%	100	100	100	0	0	60%
85	Ministral 8B	$0.0000	341ms	2%	100	100	100	0	0	60%
89	Rocinante 12B	$0.0001	5.4s	2%	100	100	100	0	0	60%
101	Grok 4 Fast	$0.0006	7.6s	0%	100	100	0	0	0	40%
97	GPT-4.1 Mini	$0.0003	2.4s	0%	100	100	0	0	0	40%
95	GPT-4o, Aug. 6th (temp=1)	$0.0008	1.3s	0%	100	100	0	0	0	40%
103	GPT-5 Nano	$0.0006	17.6s	0%	100	100	0	0	0	40%
102	Qwen3 235B A22B Instruct 2507	$0.0002	12.6s	0%	100	100	0	0	0	40%
93	Inception Mercury	$0.0000	599ms	0%	100	100	0	0	0	40%
96	GPT-5.4 Nano (Reasoning, Low)	$0.0002	2.5s	0%	100	100	0	0	0	40%
94	GPT-5.4 Nano	$0.0001	1.1s	0%	100	100	0	0	0	40%
100	ByteDance Seed 1.6 Flash	$0.0002	4.1s	0%	100	100	0	0	0	40%
115	Arcee AI: Trinity Mini	$0.0001	1.0m	0%	100	100	0	0	0	40%
99	LFM2 24B	$0.0000	4.0s	0%	100	100	0	0	0	40%
110	Nemotron 3 Super	$0.0000	13.7s	0%	100	0	0	0	0	20%
107	GPT-5.4 Nano (Reasoning)	$0.0003	4.5s	0%	100	0	0	0	0	20%
109	Writer: Palmyra X5	$0.0019	9.9s	0%	100	0	0	0	0	20%
105	Mistral Small 4	$0.0001	1.2s	0%	100	0	0	0	0	20%
106	GPT-4.1 Nano	$0.0001	1.5s	0%	100	0	0	0	0	20%
104	Ministral 3B	$0.0000	405ms	0%	100	0	0	0	0	20%
116	GPT-4o, Aug. 6th (temp=0)	$0.0009	2.2s	0%	0	0	0	0	0	0%
117	Mistral Medium 3.1	$0.0005	4.5s	0%	0	0	0	0	0	0%
113	Mistral Small Creative	$0.0001	1.1s	0%	0	0	0	0	0	0%
112	Ministral 3 14B	$0.0000	1.0s	0%	0	0	0	0	0	0%
111	Ministral 3 8B	$0.0000	693ms	0%	0	0	0	0	0	0%
114	Llama 3.1 8B	$0.0000	1.1s	0%	0	0	0	0	0	0%
79.66%