Software pain points
- Thesis evidence is scattered across Excel, Bloomberg notes, broker PDFs, transcripts, Slack, and expert-call summaries
- PMs cannot quickly tell whether P&L came from the thesis or from factor beta
- Short positions require borrow, locate, recall, and Form SHO tracking that sits outside research workflow
- Earnings season creates a burst of transcript, model, and consensus updates that overwhelms manual review
- Alternative-data vendors are hard to compare because coverage, identifiers, refresh cadence, and data rights differ
- Compliance reviews happen after PM enthusiasm, causing late-stage deal stalls
