Portfolio monitoring
Portfolio monitoring automation for a Global Asset Manager
Enabled NLP-powered portfolio monitoring for a global asset manager-cutting decision cycles, surfacing emerging credit risks, and saving 2,500+ analyst hours per quarter.
How NLP-Powered Portfolio Monitoring Reduced Decision Cycles and Averted Credit Downgrades for a Top-Tier Global Asset Management firm

Instant insights
Average query turnaround reduced to under 30 seconds
Self-service uptake
Portfolio managers now directly interrogate their portfolios without analyst support
Proactive risk management
Alerts on emerging credit risks
The challenge
Insights became outdated quickly as financials and market conditions changed
Analysts spent hours gathering data and building bespoke peer comparisons
Non-technical users were dependent on analysts for every custom query
Data sources remained siloed across platforms, hindering holistic views
Slow decision cycles due to lengthy turnaround on benchmarking requests
Our solution
Centralized data lake combining financials, market caps, credit scores, and transcript themes
NLP engine translates free-form queries into precise analytics and charts
Pre-built templates for peer benchmarking, ratio analysis, trend comparisons, and what-if scenarios
AI-generated narratives that explain the “why” behind every data point
Personalized watchlists and real-time alerts for key metric deviations


