The cheaper agent run can cost more per usable result, argues new analysis

expectationsledger · reddit · 2026-09-17

A Reddit post uses a deliberately made-up example to show why API bills alone mislead when comparing agents:

The lower bill hides a worse per-usable-result cost. The author proposes reporting three metrics together: total model/tool spend including retries, acceptance rate against a test fixed in advance, and human minutes spent reviewing and fixing output. Systems that only handle easy cases look cheap while handing expensive work back to humans. Only when acceptance rates and review effort are equal can the lower bill be judged the better outcome.

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