Machine-learning failed-payment recovery that reduces involuntary churn for subscription merchants.
Butter Payments is a payment recovery service focused on involuntary churn — subscribers lost not because they canceled, but because a renewal charge failed. Its machine learning models decide when, how, and with what parameters to retry failed transactions, using signals from decline codes and processor behavior that generic retry schedules ignore. Subscription businesses plug it in alongside their existing gateway and billing stack. In the revenue stack it sits in the collect-and-recover layer, converting authorization failures back into retained revenue.
Which of the capability map's modules Butter Payments covers — each links to the module's own page, with every tool that supports it.
| Module | Phase | Depth | Note |
|---|---|---|---|
| Run Revenue Operations | |||
| Smart Retry / ML Optimization | Collect & Recover | Core | decline-code-aware retry timing and parameter optimization |
| Dunning Strategy | Collect & Recover | Supported | secondary to transaction-level recovery, which aims to succeed before customer outreach is needed |
| Grow Revenue | |||
| Involuntary-Churn Prevention | Retention & Insights | Core | |
Butter treats payment recovery as a data science problem rather than a dunning email problem: the intervention happens at the transaction level, before the customer ever needs to be asked to update a card. That distinguishes it from retention suites where retries are one feature among many, and its recovered-revenue framing makes the ROI unusually easy to measure.
Built-in retry logic is generic across all merchants; Butter models your specific decline patterns and tunes retry behavior per transaction. For merchants with meaningful payment failure volume, the delta between generic and tuned retries is the product.
No — it aims to make many of them unnecessary. Recovery happens first at the transaction level; customer-facing dunning remains the fallback for hard declines and expired cards that no retry strategy can fix.
By overlap on the capability map — computed, not curated.