Software pain points
- Collateral and remittance data arrives in inconsistent formats across trustees, servicers, issuers, and vendors
- Analysts manually reconcile Bloomberg, Intex, Yield Book, TRACE, rating reports, and internal position data before writing a view
- Cash-flow scenario runs are slow or not reproducible when assumptions change during volatile markets
- Published research charts cannot always be traced back to the data snapshot used at publication time
- Desk and client feedback is stored separately from the research production workflow
- Compliance review adds rework when debt-research disclosures, restricted-list checks, or recordkeeping evidence are missing
