Human-First AI Adoption in Commercial Real Estate: Turning Tools into ROI

On the Industrial Advisors podcast, hosts Bill Condon and Matt McGregor interview Michelle Hamilton, a former commercial real estate and AEC strategic leader who founded Spark AI Strategy and AI Class Lab and was recruited by Answer Rocket to lead change management and AI implementation. Hamilton says many firms invest heavily in AI tools but miss ROI by neglecting human-first adoption, hands-on training, and governance, which can drive risky "shadow AI" use when employees turn to personal accounts. She describes AI's value in CRE as a practice/research partner that automates research and reporting, converts historical data into actionable insights via conversational use cases, and enables brand-aligned communications by training chatbots with company and personal standards. She discusses job impacts, noting layoffs from failed replacement assumptions and pointing to legal research and some consulting roles as most exposed, while advocating upskilling employees as AI orchestrators. She also highlights education shifting professors toward coaching and emphasizes citations and bibliographies. Finally, she outlines a phased engagement model: companywide AI 101, governance, department stakeholder sessions, 80% hands-on training, and an IP-based prompt library.

0:00 Intro and Michelle Hamilton Background

2:40 The State of AI in Commercial Real Estate

5:00 Human-First AI Adoption Strategies

7:30 Real World AI Examples for Brokers and Investors

10:00 Managing Data Security and Shadow AI

12:45 Personal Branding and AI Email Communication

15:15 Will AI Replace Jobs in the Industry?

17:45 The Future of AI in Education and Universities

20:15 How to Implement AI in Your Organization

22:18 Conclusion and Final Thoughts

How to Master AI Adoption in Commercial Real Estate