Scheduler Offer ReservationDistributed Systems & Databases
How each model performed on this task. Every chart states its N, and the reward carries a 95% confidence interval once there is more than one trial to measure.
Core metrics
Avg Cost
Mean API spend across trials; the line under a value is its observed range. N = 8 trials per model.
$0.37$0.27–$0.51
Opus-4.8
$0.32$0.23–$0.49
Gemini-3
$0.22$0.17–$0.29
GPT-5.4
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 8 trials per model.
2m
Gemini-3
2m
Opus-4.8
1m
GPT-5.4
What the reward cost on this task
Reward vs Cost
Mean reward against mean spend per trial — top-left is more reward for less.
- Opus-4.8
- GPT-5.4
- Gemini-3
$0.22Cost / trial$0.37