When Perfect Matches Are Invisible: The Incomplete Data Problem
How a California clean tech investor became invisible to a perfect sustainability deal because one analyst missed recording two industry keywords in the CRM.
Capital Advisory
3 posts in this category
Why Investor Intelligence Lives in Email Threads, Not CRM Fields
The most valuable matching signals hide in unstructured email responses, not database properties.
Deal Structure Is a Positioning Strategy, Not a Classification Problem
Why the same deal can be co-investment for family offices and direct for VCs—and how AI agents handle multi-structure matching.