AI, Messy Data and Why Nobody Will Care Like You Do, with Alex Taylor (Part 2)

In Part 2, Alex Taylor, founder of Commercialize IQ, explains what it takes to turn scattered CRE data into something an owner can actually run a portfolio on.

We get into who uses it (owners, third-party property managers and national retailers) and why Alex thinks the push for a “pristine data lake” is the wrong approach. We also cover what happened when an 80-property portfolio’s data surfaced about 590 contradictions, and why general AI tools still leave you “arguing with AI.”

Alex also shares how he gets CRE professionals to adopt new software past the demo (“big button theory”), his hardest lesson as an entrepreneur, and his advice for anyone in CRE with an idea for a tech startup: find product-market fit before you have a product.

What You’ll Learn

  • Why waiting for clean data before using it is backwards, and why Alex argues for continuous auditing
  • How rent rolls, leases, amendments and property manager reports end up contradicting each other
  • Where general-purpose AI tools fall short and why Alex built a CRE-specific model
  • “Additive, not rip-and-replace”: why switching accounting systems can be a nine-month project
  • How to drive adoption: mirror the five things your users do every day
  • Why no one will care as much as you do, and how Alex uses variable pay and equity for every role
  • How to validate a CRE tech idea before building it

Chapters

  • 0:00 [20:50] Is it a CRM? Building a “single source of truth”
  • 0:38 [21:28] Who it’s for: owners, third-party property managers and retailers
  • 3:58 [24:48] AI in CRE and the “pristine data lake” myth
  • ~7:10 [~28:00] 80 properties, about 590 contradictions
  • 8:41 [29:31] What improves first: accuracy and bandwidth
  • ~10:10 [~31:00] “I’m just arguing with AI”: general vs. purpose-built models
  • 12:22 [33:12] Where the data comes from: additive, not rip-and-replace
  • 15:29 [36:19] Getting adoption past the demo: “big button theory”
  • 19:39 [40:29] The hardest entrepreneurship lesson
  • 22:00 [42:50] Have a CRE startup idea? Start with product-market fit
  • 24:06 [44:56] Where to find Alex

Quotes:

“Everyone has their own source of truth, but none of it is singular.”

“You’ll never get anyone else to care as much as you care.”

“Do you have product market fit before you have a product?”

Alex’s Links:

Website: https://commercializeiq.com/

IG: @commercializeiq

LinkedIn: https://www.linkedin.com/in/alexandertaylor86/LinkedIn: https://www.linkedin.com/company/commercializeiq/

Here’s the link to my book: https://www.amazon.com/Value-Over-Foundation-Commercial-Investing/dp/B0DNN14NLQ

Want to learn more about CRE? investbeyondmultifamily.com/course

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