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 are
• Why 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 see
• What "we need AI" really means — and why effectiveness matters more than efficiency
• How 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 data
• Why brand and data are the only two assets you can't rebuild

Chapters:

00:00 - Intro: who is Alex Lirtsman and what is CorralData

01:07 - The one thing he wants you to do: just get started

01:47 - From digital agency to automating data ("Shopify for data")

02:47 - Why he turned 15 years of consulting into a platform

04:06 - Why every report and dashboard has a dead end

05:33 - What changed - technologically and culturally - to make this possible

07:41 - How CorralData actually works: connect, warehouse, semantic layer

10:32 - Beyond dashboards: talking to your data and acting on it

12:26 - The hidden value in EMR/ERP data - and bridging systems

14:55 - Data-adjacent vs. data-driven

17:23 - What teaching at Columbia/NYU taught him about usable data

18:54 - From read-only AI to autonomous execution

19:55 - Guardrails: just because you can doesn't mean you should

22:10 - Where leaders go wrong when they say "we need AI"

25:27 - Case study: a PE-backed med-spa optimizing appointments vs. revenue

29:15 - How long it takes to unify EMR + CRM + paid media

32:47 - What changed first once the data was connected

34:40 - 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-interviews

Proof 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.

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