Alex Lirtsman — CorralData | Why Most Companies Are Only "Data-Adjacent"

Alex Lirtsman spent ~15 years solving data problems by hand for brands like the NBA, Pfizer, and Sweetgreen — then sold his agency and built CorralData to automate the entire thing. In this episode, he makes the case that most "data-driven" companies are really just "data-adjacent," explains why the metrics leaders celebrate are often vanity metrics, and walks through what it takes to move from read-only dashboards to AI that actually takes action.You'll Learn:Why most companies are "data-adjacent" instead of data-driven — and how to tell which one you areWhy appointments, leads, and ROAS are vanity metrics, and what to optimize instead (LTV:CAC by channel and location)How bridging EMR, CRM, call tracking, and ad data unlocks profit you currently can't seeWhat "we need AI" really means — and why effectiveness matters more than efficiencyHow to move from read-only dashboards to AI that acts, safely (guardrails + human-in-the-loop)What a PE-backed med-spa platform changed after unifying its dataWhy brand and data are the only two assets you can't rebuildChapters:00:00 - Intro: who is Alex Lirtsman and what is CorralData01:07 - The one thing he wants you to do: just get started01:47 - From digital agency to automating data ("Shopify for data")02:47 - Why he turned 15 years of consulting into a platform04:06 - Why every report and dashboard has a dead end05:33 - What changed - technologically and culturally - to make this possible07:41 - How CorralData actually works: connect, warehouse, semantic layer10:32 - Beyond dashboards: talking to your data and acting on it12:26 - The hidden value in EMR/ERP data - and bridging systems14:55 - Data-adjacent vs. data-driven17:23 - What teaching at Columbia/NYU taught him about usable data18:54 - From read-only AI to autonomous execution19:55 - Guardrails: just because you can doesn't mean you should22:10 - Where leaders go wrong when they say "we need AI"25:27 - Case study: a PE-backed med-spa optimizing appointments vs. revenue29:15 - How long it takes to unify EMR + CRM + paid media32:47 - What changed first once the data was connected34:40 - ROI: customers growing ~7x faster🎧 Listen on Spotify: https://open.spotify.com/show/3OlTNvh2FGlE4VJyCrMJVE📺 Watch on YouTube: https://www.youtube.com/@JustCuriousAI🔗 More Expert Interviews: https://checkpluris.com/expert-interviewsProof of Work is the podcast of Pluris, a platform connecting investors and operators with the world's leading applied AI experts. Each episode features the builders, operators, and investors who've actually put AI into production, turning it from buzzword to bottom line through sharp case studies and practical conversations. We explore how AI is used to grow revenue, expand margins, improve operations, and create measurable value inside real businesses.Learn more at checkpluris.comExplore more interviews and connect with experts at https://www.checkpluris.com Subscribe to our newsletter at https://proof-of-work-ai.beehiiv.com/