CovenAce — AI-Powered Covenant Management

About the Product

CovenAce is Anaptyss's publicly featured AI-powered covenant management platform. It automates the extraction and validation of complex financial covenants from legal and credit agreements, significantly streamlining the compliance monitoring process for financial institutions.

My Role & Contributions

As a Lead AI Engineer, I was responsible for architecting the AI intelligence behind CovenAce. I worked directly with business stakeholders to understand the nuance of legal extraction and translated these requirements into a self-correcting multi-agent pipeline capable of high-accuracy document processing.

Technical Challenges Solved

• Achieved 94.47% accuracy and 0.93 recall in entity classification across over 1,000 credit agreements, dealing with highly unstructured and variable text formats.
• Optimized the inference pipeline using batch processing and parallel agent architectures, reducing extraction latency by 97% (from 5 hours to 10 minutes).
• Designed a continuous prompt optimization framework utilizing aspect-based feedback, which improved F1-scores by 12% across diverse covenant types.

Technologies Used

Lessons Learned

The project demonstrated that in complex domains like LegalTech, static prompting is inadequate. Integrating feedback loops and self-reflection into the agentic workflows was key to consistently handling edge cases in legal phrasing.