Annoyed by 24-48h usage lag, dev builds his own real-time multi-provider API usage dashboard

Atm1n9 · reddit · 2026-10-07

A Reddit user complains that provider dashboards take 24-48 hours to show API usage while the bill burns in real time, so he built his own tracker: every call, instantly visible, across all providers.

His key finding: the data was always there — providers just don't surface it in real time. For heavy multi-model users, a self-built usage aggregation layer eliminates the billing blind spot entirely.

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