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Cost per successful task

cost per successful task = total spend ÷ number of tasks that passed

Cost per call (or per million tokens) tells you what a model charges. It doesn’t tell you what a result costs, because failed calls are paid for too. And in production a failure usually costs more than the call itself: a retry, a fallback to a bigger model, or a person fixing the output.

Illustrative numbers:

Model Cost per call Success rate Cost per successful task
Model A $0.010 40% $0.025
Model B $0.018 90% $0.020

Model B costs 80% more per call and 20% less per result, before counting what each failure costs downstream.

Each trial’s costUsd in your eval results. ParetoOps also keeps a pricing catalog of current model rates, including prompt-caching discounts and reasoning-token rates, which it uses to model token costs.