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We audited 110 AI usage tools. Here is where the numbers go wrong.

This story is from 2026-09-22. It is preserved in the archive; the latest stories are on the live feed.

AI products are moving from flat subscriptions to usage-based and outcome-based billing: per-resolution support agents, premium request quotas, per-token gateway billing. Every one of those numbers is produced by a meter, and the meter is usually the vendor's own. We spent the last month auditing t…

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  1. 2026-09-22 23:12 · DEV Community — AI
    We audited 110 AI usage tools. Here is where the numbers go wrong.

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