# AI Adoption: Mindset Shifts & Results — with Mouhsine Kabbaj

Page: https://stenobird.com/podcast/ai-today-podcast-328222/ai-adoption-mindset-shifts-results-with-mouhsine-kabbaj
Text version: https://stenobird.com/podcast/ai-today-podcast-328222/ai-adoption-mindset-shifts-results-with-mouhsine-kabbaj.md
Podcast: [AI Today Podcast](https://stenobird.com/podcast/ai-today-podcast-328222)
Published: 2026-07-22T04:00:00+00:00
Episode link: https://www.buzzsprout.com/2502664/episodes/19481519-ai-adoption-mindset-shifts-results-with-mouhsine-kabbaj.mp3
Audio file: https://www.buzzsprout.com/2502664/episodes/19481519-ai-adoption-mindset-shifts-results-with-mouhsine-kabbaj.mp3
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JSON: https://stenobird.com/v1/public/podcasts/ai-today-podcast-328222/episodes/ai-adoption-mindset-shifts-results-with-mouhsine-kabbaj
Duration seconds: 1532

## Resource

Kathleen Walch welcomes Mouhsine Kabbaj, a seasoned Senior Program Manager with 25+ years in transformation, business process engineering, and AI integration. With PMP, PGMP, PFMP, and PMI-CPMAI certifications, Mouhsine passionately shares how CPMAI reshaped his approach to AI projects, moving beyond traditional software methods to a methodology built on business understanding, data quality, and iterative experimentation that unlock real business value. He explains why AI projects require fre...

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## Transcript

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