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# How do Canary testing and Champion/Challenger features in a Business Rules Engine benefit credit decision-making?
- URL: https://research.finbox.in/blog/how-do-canary-testing-and-champion-challenger-features-in-a-business-rules-engine-benefit-credit-decision-making/
- Published: 2023-09-18T00:00:00.000Z
- Updated: 2026-07-10T12:42:12.000Z
- Description: A guide to Canary and Champion/Challenger strategies for credit decision automation
- Author: Anna Catherine
- Tags: #Sentinel, Business Rules Engine, Credit Decisioning Platform, Champion/Challenger, Canary Testing, Decision Automation, Workflow automation, Sentinel, Risk Scoring, Credit Decisioning, Fraud Prevention, Sentinel BRE

## Related in the Business Rules Engine series

- [What is a business rule engine in lending?](https://research.finbox.in/blog/sentinel-what-is-a-business-rules-engine-in-lending/)
- [What Is a Credit Decisioning Platform? Definition, Core Components & How It Differs from LOS and BRE](https://research.finbox.in/blog/sentinel-what-is-a-credit-decisioning-platform/)
- [Rule-Based vs ML-Based Credit Decisioning: Can BRE and ML Models Work Together?](https://research.finbox.in/blog/sentinel-rule-based-vs-ml-credit-decisioning/)