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Production and cost

Cost per task (agent unit economics)

What one finished agent task really costs: tokens, retries, tool calls and the human time to review it, compared with doing it another way.

Price per million tokens says little on its own. A cheaper model that needs three attempts and a longer review can cost more per finished task than an expensive one that gets it right once. Measure tasks completed, not calls: total spend and review minutes divided by tasks that passed your checks. That number lets you compare models, harnesses and routing rules, and set a sensible cost cap.

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Related terms

  • Cost cap: A hard spending limit enforced by your code, per user, per day or per month.
  • Tokens: The pieces of text models read and write, and the unit you pay for.
  • Model routing and fallback: Sending each request to the model that fits it, and to another one when the first fails.
  • Trajectory evals: Tests that grade an agent’s whole path to an answer: which tools it called, in what order, how many steps and at what cost, not only the final output.

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