Ravikumar: SaaS companies with raw, unannotated data will struggle in AI
Vignesh Ravikumar · Why "SaaS Apocalypse" is the Best Filter for Top 1% of Founders | Vignesh Ravikumar, Sierra Ventures · Apr 30, 2026 · at 27:07
Sierra Ventures Partner Vignesh Ravikumar outlines the architectural data challenges facing legacy SaaS systems of record trying to adapt to generative AI.
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“It's not about volume of data. It's about how good the data is and how much have you annotated the data to actually do something meaningful with it from an AI perspective. And so the companies in the SaaS world that just ingested data have no idea what data they have a bunch of garbage. I think they're going to have a really hard time Getting into this AI world and making their products work in an AI native way.”
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