Why Increase Alpha Builds One AI Model Per Company Sid Ghatak, CEO of Increase Alpha, brings nearly three decades of AI and forecasting experience, including leadership at the U.S. General Services Administration. Instead of feeding every company’s filings into one generalized model, Increase Alpha builds a separate model for each company. Apple and Microsoft may report similar risk language, but the implications differ. Combining thousands of companies in one model can dilute those signals. The approach tracks each company’s behavior independently for as long as it remains listed, helping address survivorship bias in historical analysis. Sid Ghatak, CEO of Increase Alpha, speaking at the IvyFON Family Office Forum. How do you test whether your AI investment signals capture company-specific risk rather than market-wide patterns? #familyoffice #UHNW #fiduciary #AI #machinelearning #quantitativeinvesting #hedgefunds #equitymarkets