Butter Payments | 11,292 followers on LinkedIn. Use machine learning to automatically recover revenue lost to payment failures | Helping the world’s greatest subscription companies recover millions of dollars in revenue lost to failed payments. Butter leverages patent-pending ML models to analyze dozens of variables and deeply understand the real-time state for any given payment, which then allows us to optimize for authorization rate The result? 5% of top-line ARR growth.