Consolidation Upstream NciBusiness & Domain Workflows
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.
$0.64$0.50–$0.88
Fable-5high
$0.59$0.50–$0.84
Opus-4.8
$0.46$0.34–$0.73
Gemini-3
$0.23$0.15–$0.33
GPT-5.4
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 8 trials per model.
3m
Opus-4.8
3m
Gemini-3
2m
Fable-5high
2m
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.
- Fable-5
- Opus-4.8
- GPT-5.4
- Gemini-3
$0.23Cost / trial$0.64