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.

90
xai/grok-4-1-fast-reasoning
Average duration
33s
Average tokens
2441
Average cost
$0.00
100
21s
1467
opper_agents_sample_01
100
21s
1590
opper_agents_sample_02
100
46s
1712
opper_agents_sample_03
100
18s
1751
opper_agents_sample_04
100
22s
1769
opper_agents_sample_05
100
26s
2358
opper_agents_sample_06
100
26s
2116
opper_agents_sample_07
100
30s
2417
opper_agents_sample_08
100
19s
3171
opper_agents_sample_09
100
27s
3174
opper_agents_sample_10
100
36s
3208
opper_agents_sample_11
50
29s
1698
opper_agents_sample_12
100
25s
1687
opper_agents_sample_13
100
20s
2096
opper_agents_sample_14
100
12s
1684
opper_agents_sample_15
100
12s
1567
opper_agents_sample_16
0
51s
1890
opper_agents_sample_17
100
19s
1912
opper_agents_sample_18
100
18s
3837
opper_agents_sample_19
100
11s
3843
opper_agents_sample_20
100
1m 20s
4387
opper_agents_sample_21
0
2m 16s
2995
opper_agents_sample_22
100
1m 6s
4326
opper_agents_sample_23
100
14s
1920
opper_agents_sample_24