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.

96
anthropic/claude-opus-4-7
Average duration
9s
Average tokens
1271
Average cost
$0.03
100
4s
1764
opper_agents_sample_01
100
7s
2041
opper_agents_sample_02
100
7s
2002
opper_agents_sample_03
100
6s
2216
opper_agents_sample_04
100
16s
925
opper_agents_sample_05
100
14s
839
opper_agents_sample_06
100
6s
290
opper_agents_sample_07
100
14s
870
opper_agents_sample_08
100
6s
273
opper_agents_sample_09
100
8s
383
opper_agents_sample_10
100
20s
1203
opper_agents_sample_11
100
8s
2141
opper_agents_sample_12
100
9s
2140
opper_agents_sample_13
100
5s
193
opper_agents_sample_14
50
10s
2551
opper_agents_sample_15
100
10s
2385
opper_agents_sample_16
100
8s
2409
opper_agents_sample_17
100
7s
2377
opper_agents_sample_18
100
5s
179
opper_agents_sample_19
100
4s
119
opper_agents_sample_20
100
15s
1165
opper_agents_sample_21
50
15s
912
opper_agents_sample_22
100
20s
1023
opper_agents_sample_23
100
3s
102
opper_agents_sample_24