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Index/AI & Data/Where AI Works
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Judgment is the New Bottleneck

Where AI Works · 2026-05-07 · 27 min

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Topics in this episode

Expedia GroupAI implementationExpediaAI systemsalways-on AI systems

Episode notes

If AI removes traditional constraints on execution, what becomes the limiting factor? AI can now generate, summarize, and analyze, but it still can’t judge. And as many business leaders are learning, that can cause a new wrinkle in workflows. On this episode of Where AI Works, host Matthew Bidwell is joined by Ritcha Ranjan, Senior Vice President of Product at Expedia Group, to explore what happens as AI takes on more and more tasks traditionally handled by humans, forcing employees to decide when it’s actually doing things well. After all, when AI can produce endless ideas and recommendations, the real skill becomes knowing which ones to trust. Ritcha believes skepticism isn’t a bug, it’s a requirement. She explains why building effective AI systems means designing for human judgment: knowing when to keep people in the loop, how to validate outputs, and how to create feedback systems that continuously improve performance. She also shares how her teams at Expedia are experimenting with always-on AI systems, reworking product development, and preparing employees for a world where deep expertise, curiosity, and judgment matter more than ever.

Related episodes across the Index

Other episodes covering the same guests and topics, from across The B2B Podcast Index.

  • Leverage Your Community Like An Expedia PMMProduct Marketing Adventures · on Expedia83 / 100
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  • $1.6B Hotel Portfolio CEO on Who Wins the AI EraHotel Tech Insider · on Expedia77 / 100
  • The Nearshore Talent Advantage That's Scaling US Agencies Fast, with Brian SamsonCatalytic Leadership · on AI implementation76 / 100
  • Cutting-Edge Hotel Distribution and Booking Tools for 2026 | with Brian Reising and Oshick ShamsGAIN Momentum · on Expedia74 / 100
  • 205 - Respond & Resolve™ 10 Year AnniversarySuite Spot: A Hotel Marketing Podcast · on Expedia73 / 100

More from Where AI Works

All episodes →
  • Host's Cut: Reflections on Season Five57 / 100
  • From PRDs to Prototypes: How AI Is Reinventing Product Development
  • People-Led, Tech-Powered: Walmart’s AI Job Shift
  • How AI is Reshaping Skills, Hiring, and Education
  • Host's Cut: Reflections on Season Four
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