AI & DATA Talks #4 - Building AI-Ready Organizations

April 27, 2026
min read
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In the fourth episode of DS STREAM AI & DATA Talks, Katarzyna Bołtowicz and Paulina Dubowik discuss what it really takes to build AI-ready organizations and move from AI anxiety to practical action. The conversation focuses on how leaders can turn AI hype into real use cases, POCs and measurable value within their own teams and processes.

In this episode, we explore:
▪️ The biggest fears and barriers organizations face when starting with AI.
▪️ How to move from AI hype to concrete use cases and POCs.
▪️ Why working on the client’s own data builds trust and momentum.
▪️ How change management and reducing friction increase the chances of adoption.
▪️ A simple framework leaders can use to start AI transformation in a practical way.

This episode continues our mission to connect strategy with execution and show how AI, data and practical leadership can support real transformation inside organizations.

🎥 YT: https://youtu.be/aSGFMH0mMeQ  
🎧 Spotify: https://open.spotify.com/episode/603tJriqinN1Tq7adfFKL5?si=opmlkeXmSLKxfY5-ITdjDA  

🍏 Apple Podcasts: https://podcasts.apple.com/us/podcast/ai-data-talks-4-building-ai-ready-organizations-ai/id1869025445?i=1000763774342

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