Feature Comparison
| Feature | Butter Payments | |
|---|---|---|
| Core Technology | ||
AI/ML-powered retries | Full support | Full support |
Per-merchant ML models | Full support | Full support |
Real-time diagnostics | Full support | Partial |
| Integrations | ||
Works with any PSP | Full support | Partial |
No checkout changes required | Full support | Full support |
Multi-PSP orchestration | Full support | Not supported |
| Global Coverage | ||
Direct bank relationships | Full support | Not supported |
Global coverage | Full support | Partial |
| Features | ||
Dunning email campaigns | Full support | Partial |
Alternate card routing | Full support | Partial |
3DS handling | Full support | Not supported |
| Pricing | ||
Performance-based pricing | Full support | Full support |
No setup fees | Full support | Full support |
No minimums | Full support | Not supported |
Pros & Cons
Pros
- Works with any payment service provider
- No changes to existing checkout required
- 500+ direct bank relationships worldwide
- Real-time root cause diagnostics
- Transparent performance-based pricing
- Global coverage across 50+ countries
Cons
- Dunning campaigns available via partners only
- Alternate card routing depends on PSP capabilities
Pros
- Deep data science approach to bank timing
- Strong enterprise support and SLAs
- Individual payment ML (not batch)
- Strong brand clients for social proof
Cons
- Enterprise-focused (may not fit smaller merchants)
- Lower reported lift than specialized tools
- Less transparent pricing
- More limited PSP compatibility







