Case study 1 · Replenishment
The dollars that came back.
Items fall off replenishment quietly. A store stops ordering: a de-trait, a reset, a forgotten rollback. Nobody calls. The item's sales go to zero in that store and stay there, and the loss hides inside a healthy-looking total.
The platform runs the loop. Every alert names the owner, the single Walmart setting to fix, and the ask to send. Then the comeback watcher tracks whether the store actually starts selling again.
Comebacks watched
$196K314 store-item reactivationsCredited to Walmart
$62K187 combos. Their move, their credit.Excluded, pre-tracking
$111KHistory is never claimed.Banked and claimed
$13K204 store-items, 187 stores, 30-day window. Every dollar postdates its ask.Why a buyer believes the number. The attribution is gated and argues against itself. A comeback that predates tracking is excluded. A comeback Walmart drove on its own is credited to Walmart. If the ask was flagged but never sent, no credit. What survives all three gates is the only number we put our name on. The other $183K stays on the board as watched, not claimed, which is exactly why the claimed number survives scrutiny.
Reactivation watch and captured tracker, live cockpit, read 2026-08-05.