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%
Qwen3.6 Max Preview	100%
Gemini 3.1 Pro (Preview)	100%
Z.AI GLM 5.1	100%
Z.AI GLM 5 Turbo	100%
Claude Sonnet 4.6 (Reasoning)	100%
Grok 4.3 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
Claude Opus 4.7 (Reasoning)	100%
GPT-5.5 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.5 (Reasoning, Low)	100%
Claude Opus 4.6	100%
MoonshotAI: Kimi K2.6	100%
Qwen 3.5 397B A17B	100%
Gemma 4 31B (Reasoning)	100%
Qwen 3.5 122B	100%
Qwen 3.5 Plus (2026-04-20)	100%
Gemma 4 26B (Reasoning)	100%
Grok 4.20 (Beta, Reasoning)	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
GPT-4o Mini (temp=1)	100%	$0.0000	800ms
Mistral Large 3	100%	$0.0001	7.5s
Gemini 2.5 Flash Lite	100%	$0.0001	722ms
Grok 4.3	60%	$0.0002	740ms
GPT-5.4 Mini	80%	$0.0002	812ms
Arcee AI: Trinity Large (Preview)	80%	$0.0000	1.5s
Claude 3 Haiku	100%	$0.0001	1.1s
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0002	3.5s
Gemini 3.1 Flash Lite	80%	$0.0002	922ms
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
Gemma 4 26B	100%	$0.0000	11.1s
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

	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%
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%
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0002	3.5s	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
72	Claude Opus 4.6 (Reasoning)	$0.011	9.6s	100%	100	100	100	100	100	100%
90	Qwen3.6 Max Preview	$0.013	50.8s	100%	100	100	100	100	100	100%
74	Gemini 3.1 Pro (Preview)	$0.0096	12.5s	100%	100	100	100	100	100	100%
87	Z.AI GLM 5.1	$0.0039	47.8s	100%	100	100	100	100	100	100%
47	Z.AI GLM 5 Turbo	$0.0022	8.0s	100%	100	100	100	100	100	100%
60	Claude Sonnet 4.6 (Reasoning)	$0.0068	7.4s	100%	100	100	100	100	100	100%
83	Grok 4.3 (Reasoning)	$0.0062	31.7s	100%	100	100	100	100	100	100%
57	GPT-5.4 (Reasoning)	$0.0050	8.1s	100%	100	100	100	100	100	100%
40	Claude Opus 4.7 (Reasoning)	$0.0042	2.5s	100%	100	100	100	100	100	100%
62	GPT-5.5 (Reasoning)	$0.0081	5.7s	100%	100	100	100	100	100	100%
55	GPT-5 Mini	$0.0016	12.6s	100%	100	100	100	100	100	100%
51	GPT-5.5 (Reasoning, Low)	$0.0043	5.8s	100%	100	100	100	100	100	100%
49	Claude Opus 4.6	$0.0046	5.0s	100%	100	100	100	100	100	100%
93	MoonshotAI: Kimi K2.6	$0.013	2.1m	100%	100	100	100	100	100	100%
84	Qwen 3.5 397B A17B	$0.0046	34.8s	100%	100	100	100	100	100	100%
65	Gemma 4 31B (Reasoning)	$0.0002	21.6s	100%	100	100	100	100	100	100%
61	Qwen 3.5 122B	$0.0046	11.7s	100%	100	100	100	100	100	100%
68	Qwen 3.5 Plus (2026-04-20)	$0.0031	20.8s	100%	100	100	100	100	100	100%
38	Gemma 4 26B (Reasoning)	$0.0002	8.7s	100%	100	100	100	100	100	100%
70	Grok 4.20 (Beta, Reasoning)	$0.012	7.4s	100%	100	100	100	100	100	100%
41	GPT-5.4 (Reasoning, Low)	$0.0033	4.2s	100%	100	100	100	100	100	100%
79	Grok 4.20 (Reasoning)	$0.0056	23.1s	100%	100	100	100	100	100	100%
82	Z.AI GLM 5	$0.0035	30.7s	100%	100	100	100	100	100	100%
36	Claude Sonnet 4.6	$0.0026	3.5s	100%	100	100	100	100	100	100%
88	MoonshotAI: Kimi K2.5	$0.0057	46.4s	100%	100	100	100	100	100	100%
66	Qwen 3.5 27B	$0.0038	16.2s	100%	100	100	100	100	100	100%
58	ByteDance Seed 1.6	$0.0012	15.3s	100%	100	100	100	100	100	100%
42	Qwen 3.6 Flash	$0.0020	6.6s	100%	100	100	100	100	100	100%
39	GPT-5.4 Mini (Reasoning)	$0.0019	6.1s	100%	100	100	100	100	100	100%
22	Gemini 3 Flash (Preview, Reasoning)	$0.0013	3.2s	100%	100	100	100	100	100	100%
81	DeepSeek V4 Pro (Reasoning)	$0.0017	33.6s	100%	100	100	100	100	100	100%
48	Claude Opus 4.7	$0.0054	3.7s	100%	100	100	100	100	100	100%
86	Qwen 3.6 27B	$0.0059	43.4s	100%	100	100	100	100	100	100%
43	Claude Opus 4.5	$0.0040	3.6s	100%	100	100	100	100	100	100%
59	Aion 2.0	$0.0011	16.3s	100%	100	100	100	100	100	100%
76	Z.AI GLM 4.6	$0.0020	27.6s	100%	100	100	100	100	100	100%
73	MiniMax M2.7	$0.0019	25.7s	100%	100	100	100	100	100	100%
21	GPT-5.5	$0.0021	1.7s	100%	100	100	100	100	100	100%
52	Qwen 3.6 35B	$0.0018	11.1s	100%	100	100	100	100	100	100%
53	DeepSeek V4 Flash (Reasoning)	$0.0002	14.3s	100%	100	100	100	100	100	100%
69	Gemini 3 Pro (Preview)	$0.011	8.0s	100%	100	100	100	100	100	100%
30	Claude Sonnet 4	$0.0023	3.1s	100%	100	100	100	100	100	100%
71	MiniMax M2.5	$0.0014	25.5s	100%	100	100	100	100	100	100%
91	Z.AI GLM 4.7	$0.0021	1.2m	100%	100	100	100	100	100	100%
64	Gemini 2.5 Pro	$0.0078	8.0s	100%	100	100	100	100	100	100%
54	o4 Mini	$0.0033	9.6s	100%	100	100	100	100	100	100%
37	Claude Sonnet 4.5	$0.0026	3.8s	100%	100	100	100	100	100	100%
80	Qwen 3.5 35B	$0.0064	23.4s	100%	100	100	100	100	100	100%
78	Claude Opus 4	$0.010	14.1s	100%	100	100	100	100	100	100%
50	Stealth: Hunter Alpha	$0.0000	13.1s	100%	100	100	100	100	100	100%
92	ByteDance Seed 2.0 Mini	$0.0017	1.8m	100%	100	100	100	100	100	100%
15	Gemini 3.1 Flash Lite (Reasoning)	$0.0002	3.5s	100%	100	100	100	100	100	100%
67	Qwen 3.5 Flash	$0.0012	21.9s	100%	100	100	100	100	100	100%
85	Qwen 3.5 9B	$0.0005	46.8s	100%	100	100	100	100	100	100%
25	Qwen 3.5 Plus (2026-02-15)	$0.0003	5.3s	100%	100	100	100	100	100	100%
32	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%
45	Gemma 4 26B	$0.0000	11.1s	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%
33	Mistral Large 3	$0.0001	7.5s	100%	100	100	100	100	100	100%
35	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%
77	Z.AI GLM 4.7 Flash	$0.0006	30.0s	100%	100	100	100	100	100	100%
75	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%
29	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%
13	DeepSeek V3 (2024-12-26)	$0.0001	3.2s	100%	100	100	100	100	100	100%
31	Claude 3.7 Sonnet	$0.0024	3.4s	100%	100	100	100	100	100	100%
56	Z.AI GLM 4.5 Air	$0.0006	15.3s	100%	100	100	100	100	100	100%
46	Hermes 3 405B	$0.0000	11.8s	100%	100	100	100	100	100	100%
28	DeepSeek V4 Pro	$0.0004	6.3s	100%	100	100	100	100	100	100%
27	Mistral Large 2	$0.0012	4.8s	100%	100	100	100	100	100	100%
12	DeepSeek V3.1	$0.0002	2.4s	100%	100	100	100	100	100	100%
24	DeepSeek V3.2	$0.0001	5.6s	100%	100	100	100	100	100	100%
63	DeepSeek V4 Flash	$0.0000	20.9s	100%	100	100	100	100	100	100%
34	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%
26	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%
23	Gemma 3 12B	$0.0000	5.6s	100%	100	100	100	100	100	100%
14	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%
89	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%
44	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%
109	GPT-5.1	$0.0049	10.2s	20%	100	100	100	100	0	80%
114	GPT-5	$0.018	29.8s	20%	100	100	100	100	0	80%
106	GPT-5.2	$0.0025	5.2s	20%	100	100	100	100	0	80%
102	GPT-4.1	$0.0013	2.4s	20%	100	100	100	100	0	80%
147	Grok 4	$0.088	2.5m	20%	100	100	100	100	0	80%
107	Xiaomi MIMO v2.5 Pro	$0.0012	8.3s	20%	100	100	100	100	0	80%
100	Gemma 4 31B	$0.0000	4.0s	20%	100	100	100	100	0	80%
110	Gemini 2.5 Flash (Reasoning)	$0.0051	10.0s	20%	100	100	100	100	0	80%
108	GPT-OSS 120B	$0.0003	16.1s	20%	100	100	100	100	0	80%
99	Z.AI GLM 4.5	$0.0001	3.8s	20%	100	100	100	100	0	80%
95	Gemini 3.1 Flash Lite	$0.0002	922ms	20%	100	100	100	100	0	80%
105	Gemini 2.5 Flash Lite (Reasoning)	$0.0007	6.8s	20%	100	100	100	100	0	80%
104	GPT-4o, May 13th (temp=1)	$0.0022	3.1s	20%	100	100	100	100	0	80%
94	GPT-5.4 Mini	$0.0002	812ms	20%	100	100	100	100	0	80%
103	Qwen 3 32B	$0.0001	5.8s	20%	100	100	100	100	0	80%
97	Gemini 2.5 Flash	$0.0004	1.2s	20%	100	100	100	100	0	80%
101	Qwen 2.5 72B	$0.0001	4.3s	20%	100	100	100	100	0	80%
96	Arcee AI: Trinity Large (Preview)	$0.0000	1.5s	20%	100	100	100	100	0	80%
98	Hermes 3 70B	$0.0001	3.2s	20%	100	100	100	100	0	80%
120	o4 Mini High	$0.0051	13.6s	2%	100	100	100	0	0	60%
127	Grok 4.1 Fast	$0.0017	33.6s	2%	100	100	100	0	0	60%
116	Xiaomi MIMO v2.5	$0.0007	4.1s	2%	100	100	100	0	0	60%
113	Inception Mercury 2	$0.0003	709ms	2%	100	100	100	0	0	60%
137	Stealth: Aurora Alpha	—	1.5s	2%	100	100	100	0	0	60%
115	Mistral Small 4 (Reasoning)	$0.0004	4.6s	2%	100	100	100	0	0	60%
112	Grok 4.3	$0.0002	740ms	2%	100	100	100	0	0	60%
118	Gemma 3 27B	$0.0001	9.1s	2%	100	100	100	0	0	60%
119	Llama 3.1 Nemotron 70B	$0.0002	13.9s	2%	100	100	100	0	0	60%
111	Ministral 8B	$0.0000	341ms	2%	100	100	100	0	0	60%
117	Rocinante 12B	$0.0001	5.4s	2%	100	100	100	0	0	60%
130	Grok 4 Fast	$0.0006	7.6s	0%	100	100	0	0	0	40%
126	GPT-4.1 Mini	$0.0003	2.4s	0%	100	100	0	0	0	40%
124	GPT-4o, Aug. 6th (temp=1)	$0.0008	1.3s	0%	100	100	0	0	0	40%
132	GPT-5 Nano	$0.0006	17.6s	0%	100	100	0	0	0	40%
123	Grok 4.20	$0.0003	871ms	0%	100	100	0	0	0	40%
131	Qwen3 235B A22B Instruct 2507	$0.0002	12.6s	0%	100	100	0	0	0	40%
121	Inception Mercury	$0.0000	599ms	0%	100	100	0	0	0	40%
125	GPT-5.4 Nano (Reasoning, Low)	$0.0002	2.5s	0%	100	100	0	0	0	40%
122	GPT-5.4 Nano	$0.0001	1.1s	0%	100	100	0	0	0	40%
129	ByteDance Seed 1.6 Flash	$0.0002	4.1s	0%	100	100	0	0	0	40%
144	Arcee AI: Trinity Mini	$0.0001	1.0m	0%	100	100	0	0	0	40%
128	LFM2 24B	$0.0000	4.0s	0%	100	100	0	0	0	40%
139	Nemotron 3 Super	$0.0000	13.7s	0%	100	0	0	0	0	20%
136	GPT-5.4 Nano (Reasoning)	$0.0003	4.5s	0%	100	0	0	0	0	20%
138	Writer: Palmyra X5	$0.0019	9.9s	0%	100	0	0	0	0	20%
134	Mistral Small 4	$0.0001	1.2s	0%	100	0	0	0	0	20%
135	GPT-4.1 Nano	$0.0001	1.5s	0%	100	0	0	0	0	20%
133	Ministral 3B	$0.0000	405ms	0%	100	0	0	0	0	20%
145	GPT-4o, Aug. 6th (temp=0)	$0.0009	2.2s	0%	0	0	0	0	0	0%
146	Mistral Medium 3.1	$0.0005	4.5s	0%	0	0	0	0	0	0%
142	Mistral Small Creative	$0.0001	1.1s	0%	0	0	0	0	0	0%
141	Ministral 3 14B	$0.0000	1.0s	0%	0	0	0	0	0	0%
140	Ministral 3 8B	$0.0000	693ms	0%	0	0	0	0	0	0%
143	Llama 3.1 8B	$0.0000	1.1s	0%	0	0	0	0	0	0%
82.18%