Why AI Agent Cost Attribution Has to Be Per Task

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AI agent cost attribution at the event level hides which multi-step tasks run at a loss. Agentic tasks can consume up to 1,000 times more tokens than a chat message, and the same task can cost 30 times more on one run than the next . The task, not the token or the customer, is the unit where cost and value meet, which makes per-task attribution the prerequisite for defending agentic margins.

The dashboard that tells you nothing useful

You can instrument every API call, log every token, and chart your daily model spend to the cent, and still have no idea which agent tasks are losing you money. That is the uncomfortable gap teams discover the first time they ship an agent into production.

The reason is structural. A good engineer's instinct is to measure at the event level, because that is where the data is clean: one call,...

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