Churn Buster or Butter Payments

Looking for Butter Payments alternatives?

Whether you're evaluating options for the first time or reconsidering your current setup, understanding the key differences is helpful.

Both platforms are focused on involuntary churn recovery.

The difference is whether you want holistic multi-channel recovery with transparent pricing (Churn Buster) or ML-driven authorization optimization with revenue-share pricing (Butter Payments).

Here's a detailed comparison to help you decide which approach fits your business.

Churn Buster and Butter Payments: What Sets Us Apart

Recovery Approach

Adaptive retry logic + customer communication (the 50/50 reality)

Authorization-layer optimization with ML-driven retry logic

Customer Outreach

Multi-channel: email, SMS, in-app, escalation sequences w/ messaging tailored to your brand

Payment processing focus

How it Works

Expert-managed optimization with full transparency

• CB handles setup, monitoring, and ongoing optimization
• You get full visibility into what's happening and why
• Participate as much or as little as you want—from hands-off to deep collaboration

Automated ML models manage optimization decisions behind the scenes

• Reduced operator involvement
• Black-box approach may limit visibility into what’s happening

Pricing Model

Transparent subscription pricing tied to your MRR

• Predictable costs, no attribution complexity
• Month-to-month contracts

Revenue-share model based on vendor-attributed recoveries

• Can feel lower-risk initially
• Cost tied to vendor-managed attribution methodology

Ongoing Support

Account reviews, proactive optimization, strategic partnership

Technology-focused implementation

Track Record

10+ years recovering payments across 1,000+ subscription businesses

• Proven playbooks for eCommerce and B2B/SaaS
• Deep expertise in what actually drives recovery

Founded in 2020, platform specializing in ML-driven payment authorization

About Each Platform

Churn Buster
Strategic partnership combining payment optimization with multi-channel customer communication—because both matter equally for maximum recovery.

Founded in 2013, Churn Buster brings 10+ years of proven expertise refined across 1,000+ subscription businesses in eCommerce and B2B/SaaS. We recognize the 50/50 reality: approximately half of successful recovery comes from smart retry timing, while the other half comes from effective customer communication (helping customers understand what happened and how to fix it).

What you get: Expert-managed optimization handling setup, monitoring, and ongoing improvements—plus full transparency into what's happening and why. Concierge onboarding, quarterly strategy reviews, and proactive recommendations included. Results without the work, visibility without the complexity.

Pricing: Predictable subscription model tied to your MRR with month-to-month contracts. No attribution complexity, no hidden costs.

Beyond Dunning: When you're ready, expand to voluntary churn prevention with Cancel Flows—both passive and active churn reduction under one roof.
Butter Payments
Machine Learning-driven platform specializing in payment authorization optimization with revenue-share pricing.

Butter focuses exclusively on the authorization layer—using machine learning to optimize retry timing and maximize transaction success rates at the payment processor level. This specialization can deliver strong results when payment processing is the primary recovery constraint.

What you get: Automated optimization with minimal operator involvement. Technology-first approach handles retry decisions behind the scenes, ideal for teams that want to fully outsource payment recovery logic to ML models.

Pricing: Revenue-share model based on vendor-attributed recoveries. Lower upfront cost with outcome-based alignment, though attribution methodology is vendor-managed.

Focus: Involuntary churn recovery through authorization-layer optimization.

Holistic Recovery Strategy vs. Authorization-Layer Optimization

Churn Buster
  • Smart decline code handling: different retry timing for insufficient funds vs. expired cards vs. technical declines
  • Multi-email adaptive campaigns over several weeks combining branded and plain text approaches
  • SMS nudges when appropriate for high-value customers at critical moments
  • Dynamic sequencing based on customer segment and decline reason
  • Email deliverability optimization (emails that don't reach the inbox don't recover payments)
  • Payment method update optimization for the best customer experience
Butter Payments
  • Authorization-layer optimization with per-payment ML decisioning
  • Maximizes transaction success rates at the payment processor level
  • Specialization can deliver strong results when payment processing is the primary constraint
  • No multi-channel customer communication (email, SMS, in-app)

Expert-Managed Optimization vs. Model-Driven Automation

Churn Buster
  • Every optimization has clear rationale you can understand and validate
  • Full visibility into what's happening with your payment recovery and why
  • Can audit and validate performance methodology
  • Build internal expertise alongside using the platform
  • 20%+ recovery rate improvements are typical from basic setups (context-dependent, realistic benchmarks)
Butter Payments
  • ML-driven approach automates optimization decisions
  • Reduces operator involvement for teams preferring to outsource decisions
  • Black-box nature may present challenges for leadership/board reporting
  • Limited ability to build internal retention expertise

Subscription Pricing vs. Revenue-Share Model

Churn Buster
  • Usage-based pricing tied to your MRR (clear and predictable)
  • No dependency on attribution methodology for cost calculation
  • Paid for software and expertise, not for claiming credit for recoveries
  • Success measured by your overall recovery rate improvement
  • Month-to-month contracts (90%+ customer retention through demonstrated value)
Butter Payments
  • Revenue-share pricing tied to vendor-attributed recoveries
  • Low upfront cost with outcome-based alignment
  • Shifts cost to recovered revenue (can feel lower-risk initially)
  • Creates dependency on vendor-managed attribution methodology
  • Limited operator ability to audit what counts as vendor-recovered vs. natural recovery

Strategic Partnership vs. Technology-Focused Implementation

Churn Buster
  • Concierge setup with dedicated retention experts
  • Account reviews and ongoing optimization included
  • 45-day check-in cadence ensures early success
  • Deep research and analysis when metrics fluctuate (help distinguish signal from noise)
  • 10+ years of proven expertise across 1,000+ subscription businesses
Butter Payments
  • Technology-first approach with faster initial setup
  • Automation handles optimization decisions
  • Less strategic guidance and proactive recommendations
  • Best for teams comfortable managing retention strategy independently

When to Choose Each Platform

Choose Churn Buster if..
  • Want both halves of the recovery equation: Smart retry logic + customer communication working together (the 50/50 reality)
  • Need results without the work: Expert-managed optimization with full transparency
  • Value strategic partnership: Account reviews, proactive recommendations, and help interpreting what your metrics actually mean
  • Prefer predictable costs: Transparent subscription pricing tied to your MRR, not vendor-managed attribution
  • Run an eCommerce or B2B/SaaS subscription business where customer experience and brand alignment matter
  • Want expansion options: Start with passive churn recovery, add voluntary churn prevention (Cancel Flows) when ready
The Bottom Line:

Churn Buster: Strategic Partnership for Maximum Recovery

Expert-managed payment recovery addressing both halves of what actually drives results—smart retry logic + multi-channel customer communication working together as an integrated strategy.

What sets us apart: 10+ years of proven expertise refined across 1,000+ subscription businesses in eCommerce and B2B/SaaS. We handle the optimization for you (concierge setup, ongoing monitoring, quarterly reviews) while giving you full transparency into what's happening and why—no black boxes, no attribution games, no surprises.

Pricing: Predictable subscription model tied to your MRR with month-to-month contracts. Most businesses see 10x+ ROI, with typical recovery rate improvements of 10%+ from basic native platform setups.

Beyond recovery: When you're ready, expand to voluntary churn prevention with Cancel Flows—the only platform offering both passive and active churn reduction under one roof.

Best for: Subscription businesses that recognize customer communication matters as much as retry timing, value strategic partnership over software-only solutions, and want results without the work.
Consider Butter Payments if you...
  • Prioritize authorization-layer optimization as your primary recovery lever
  • Want to fully outsource retry decisions to automated ML models with minimal human involvement
  • Prefer outcome-based pricing: Revenue-share model where you pay based on vendor-attributed recoveries
  • Don't need multi-channel customer communication (email campaigns, SMS, in-app messaging, support escalations)
  • Are comfortable without holistic strategic guidance and prefer to manage retention strategy independently
The Bottom Line:

Butter Payments: ML-Driven Authorization Optimization

Specialized platform focused exclusively on payment authorization-layer optimization using machine learning to automate retry decisions.

What they do well: Strong results when payment processing is the primary constraint. Automated approach reduces operator involvement for teams wanting to fully outsource retry logic to ML models with minimal human interaction.

Pricing: Revenue-share model based on vendor-attributed recoveries—lower upfront cost with outcome-based alignment, though attribution methodology is vendor-managed.

Trade-offs: Authorization focus without multi-channel customer communication infrastructure. Black-box automation may limit visibility for leadership reporting and ability to build internal retention expertise.

Best for: Teams prioritizing authorization-layer optimization, comfortable managing retention strategy independently, and preferring automated ML decisions over strategic partnership.
"We more than doubled our save rate with Churn Buster Cancel Flows, and finally have answers that drive improvents internally."
Savannah Benson
Senior Director CX @ Mixhers

Ready to optimize? Chat with our team today about your current strategy and how we can help.

  • White-glove implementation
  • Expert guidance
  • Minimal lift for your team
  • Proven effective for 9-figure brands