Agent Reasoning

Decide what to do next: pick the right tool, plan multi-step actions, recover when something goes wrong. The hardest category — open-ended decisions, no single correct answer.

81
xai/grok-4-fast-non-reasoning
Average duration
5s
Average tokens
2391
Average cost
$0.00
100
3s
1396
opper_agents_sample_01
100
4s
1613
opper_agents_sample_02
100
5s
1593
opper_agents_sample_03
100
5s
1681
opper_agents_sample_04
100
4s
1793
opper_agents_sample_05
100
6s
1989
opper_agents_sample_06
100
3s
1968
opper_agents_sample_07
100
5s
2049
opper_agents_sample_08
100
5s
3115
opper_agents_sample_09
0
5s
3202
opper_agents_sample_10
100
6s
3114
opper_agents_sample_11
50
5s
1666
opper_agents_sample_12
100
4s
1689
opper_agents_sample_13
100
3s
2022
opper_agents_sample_14
100
5s
1753
opper_agents_sample_15
100
3s
1632
opper_agents_sample_16
0
8s
1876
opper_agents_sample_17
100
5s
1749
opper_agents_sample_18
100
4s
3774
opper_agents_sample_19
100
4s
3806
opper_agents_sample_20
100
4s
4074
opper_agents_sample_21
50
10s
3856
opper_agents_sample_22
50
6s
4020
opper_agents_sample_23
0
5s
1948
opper_agents_sample_24