Customer Stories

Transforming Compliance with AI: How StarCompliance Enhanced Decision Clarity and Reduced Manual Review 

By applying Xebia’s LLM-powered solution within the STAR Platform, StarCompliance transformed how complex compliance decisions are interpreted—reducing manual effort while maintaining accuracy, control, and auditability.


The Clients

StarCompliance is a leading provider of employee and firm compliance technology solutions, trusted by global financial institutions to proactively manage risk, strengthen oversight, and stay ahead of regulatory change. 

The STAR Platform connects data, workflows, and insights across compliance functions—enabling firms to make faster, more confident, and defensible decisions at scale.

At a Glance 

Challenge

StarCompliance identified an opportunity to improve how complex compliance decisions are interpreted—reducing manual review effort, lowering training overhead, and improving clarity for both clients and internal teams. 

Solution

StarCompliance partnered with Xebia to introduce an AI-powered capability within the STAR Platform. Leveraging Xebia’s LLM-powered solution, this enhancement translates complex compliance outputs into clear, structured, human-readable explanations—while maintaining accuracy and auditability.  

Results

StarCompliance identified an opportunity to improve how complex compliance decisions are interpreted—reducing manual review effort, lowering training overhead, and improving clarity for both clients and internal teams. 

The Challenge: Improving clarity in complex compliance workflows

Within employee compliance workflows, certain scenarios — particularly in personal trading —require deeper review or interpretation. 

While StarCompliance’s rules engine delivers accurate, policy-driven outcomes, the outputs can be complex to interpret in edge cases. This created friction: 

  • Manual interpretation required by compliance officers and support teams  
  • Significant training needed to understand rule logic  
  • Delays in delivering clear, actionable responses  

StarCompliance saw an opportunity to make compliance decisions immediately understandable— without compromising rigor or auditability.

The Solution: AI-powered explanation layer within the STAR Platform

To address this, StarCompliance partnered with Xebia to enhance decision transparency within the platform. 

Together, the teams implemented an AI-powered explanation capability, leveraging Xebia’s LLM-powered solution, that: 

  • Converts complex outputs into clear, structured summaries  
  • Explains why decisions were made, including relevant rules and context  
  • Integrates seamlessly into existing workflows  

Unlike generic AI implementations, the solution was built on a rigorous evaluation framework—including LLM-as-a-judge validation and domain-specific datasets—to ensure outputs met enterprise-grade compliance standards. 

This approach enabled StarCompliance to enhance usability while maintaining the defensibility and integrity required in regulated environments.

The Result: Faster decisions, less manual effort, greater confidence

In just a few months, the solution delivered measurable impact: 

  • Up to 70% reduction in manual review effort  
  • ~95% accuracy in AI-generated explanations  
  • Faster, clearer decision-making across users  
  • Improved user experience and reduced training time  

These improvements allow organizations to scale compliance operations without increasing headcount, while improving consistency and response times. 

Applying AI in compliance isn’t about speed alone—it’s about trust. What made this initiative successful was the combination of Xebia’s technical expertise and our domain knowledge, ensuring outputs were not only fast, but accurate, explainable, and defensible. That balance is critical in regulated environments and it’s where we’ve seen the most impact.

David Rowland

CTO, StarCompliance

Looking Ahead: Responsible AI as a driver of better compliance outcomes

This initiative highlights how StarCompliance and Xebia are applying AI in a controlled, outcome-driven way—helping organizations scale compliance operations, improve clarity, and maintain full auditability in increasingly complex environments. 

The direction is clear: smarter insights, faster decisions, stronger oversight. 

Explore More

StarCompliance’s work with Xebia demonstrates how domain expertise and applied AI can deliver measurable impact in complex, regulated environments.  

Ready to apply AI in complex, regulated environments? 

Xebia helps organizations design, validate, and deploy LLM-powered solutions that deliver results, without compromising accuracy, control, or trust.  

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