A daily counter can answer how many requests occurred. It cannot identify every request, recover its exact time, or explain which read path it used. That distinction became visible when a page had a nonzero AI-request total but no individual visits to list.

The system needed richer records for new …

An order-copy request failed with an application-defined database error. The message suggested that inventory quality made the stock ineligible, yet the physical quantity existed and the recorded quality attribute allowed the operation.

The database still had a valid reason to reject the write. …

A desktop task store returned a file-not-found error whenever one recent task was archived. The transcript was still readable, its file existed, and the state database passed an integrity check. Retrying the archive operation produced the same failure.

The useful clue was path identity. Older …

A newly created outbound order could be found by its exact order number, but it did not appear when the default order-status dashboard opened. The API returned no authorization or warehouse-scope error, so the behavior initially looked like a missing SQL condition or stale cache.

Comparing the two …