Software pain points
- Manual extraction of conversion ratios, call schedules, make-whole tables, and warrant exercise terms from documents
- Stale hedge ratios after fast equity moves or volatility shocks
- Unexplained P&L caused by inconsistent market data, model inputs, and manual overrides
- Context switching between Bloomberg, Excel, Python, OMS/EMS, risk, surveillance, and operations tools
- Regulatory reporting exceptions created by missing order lifecycle fields or timing mismatches
- Market-data entitlement sprawl across traders, quants, warehouses, and AI experiments
