The first renewal after a save tells you almost nothing — the customer was going to stay that month anyway; attention was high, the fix was fresh. The second renewal is the honest one. By then the save is forgotten, the card is just a card again, and the subscription survives or fails on the ordinary merits it should have been judged on all along.
This is why recovery metrics that stop at "saved" flatter themselves. A save that churns thirty days later was a postponement, and reporting it as a win teaches the system to optimize for postponements. Counting to the second renewal is slower and less exciting. It is also true.
Swipe Again stamps recoveries with their cause and follows them forward, the same discipline it applies on storefront platforms in its Loop recovery work — because a kept customer is a duration, not a moment.
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