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Butter Payments

ML-driven failed payment recovery for subscription brands

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Butter Payments runs an ml retry engine that recovers failed subscription charges Shopify and Recharge dunning miss. Each declined charge gets optimized individually by timing, network, retry count & decline code. Built for subscription brands losing recurring revenue to involuntary churn.

What Butter Payments does for Shopify brands

  • ML retry engine recovers failed subscription charges above native dunning baseline
  • Per-charge optimization on timing, network, retry count & decline code
  • Cuts involuntary churn, which accounts for 20-40% of subscription cancellations
  • Typical subscription business loses ~10% of ARR to failed payments, recoverable
  • Performance-based pricing, cost scales with recovered revenue, no retainer

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