Why GenAI Fails Without Clean Data – YouTube

Why GenAI Fails Without Clean Data

Get featured on the show by leaving us a Voice Mail: https://bit.ly/MIPVM

AI isn’t just about models—it’s about clean data. In this Power Platform Show episode, Sedarius Tekara Perrotta shares a simple framework to fix messy data and scale GenAI. Essential for Copilot, SharePoint, and AI builders.

🔴 For full Show Notes https://www.microsoftinnovationpodcast.com/705

🎙️ What You Will Learn:

What if the biggest barrier to AI success isn’t the model—but your data? In this episode, Sedarius Tekara Perrotta, CEO of Shelf, reveals why unstructured data is sabotaging enterprise AI efforts and how to fix it. From SharePoint chaos to hallucinating copilots, Sedarius shares a practical framework for transforming messy data into clean, actionable fuel for generative AI. If you’re a business or tech leader navigating AI adoption, this conversation is your roadmap to clarity, control, and competitive edge.

🔑 KEY TAKEAWAYS
✅ Unstructured data is the silent killer of AI accuracy. Most organizations have millions of files riddled with micro-errors that confuse AI models and lead to hallucinations.
✅ A successful AI strategy starts with a data strategy. Clean, enriched, and refined data is essential before plugging into any AI system.
✅ Use the “Reduce, Enhance, Refine” framework. Focus on a specific use case, eliminate irrelevant data, enrich with metadata, and refine to a trusted set of documents.
✅ Automation is key—but not enough. Human oversight and iterative monitoring are still critical to ensure AI outputs remain accurate and relevant.
✅ AI agents will transform job roles incrementally. Expect gradual automation of tasks, with agents augmenting—not replacing—human expertise.

🧰 RESOURCES MENTIONED
👉 Shelf – AI-powered unstructured data management platform: https://www.shelf.io
👉 Microsoft Copilot Studio – Customizable AI interface for enterprise use: https://learn.microsoft.com/en-us/power-platform/copilot-studio
👉 Gartner Research – Identified poor data quality as the #1 barrier to scaling GenAI – Read the full Gartner press release

✅ Find Sedarius Online:
LinkedIn: https://www.linkedin.com/in/sedarius-tekara-perrotta-14658235/
X: https://x.com/sedarius7
Other Resources: https://clarity.fm/sedariustekara-perrotta

🔴 Subscribe for all the latest Microsoft Power Platform News: https://www.youtube.com/nz365guy?sub_confirmation=1

🔴 Share this video with a YouTuber friend: https://youtu.be/OnZWyCykQQA

✅ Recommended Playlist: Power 365 Show. Hear the latest from Senior Microsoft Staff – https://www.youtube.com/playlist?list=PLzf0yupPbVkqyy0tYMOozNcXsEdVn4sqh

✅ All our Microsoft Business Applications Podcasts: https://www.youtube.com/playlist?list=PLzf0yupPbVkr6hhBH1cT4E3E8ceQt1S_z

✅ Let’s Connect:
Collaborate with me here – https://cloverbase.com
YouTube – https://www.youtube.com/nz365guy
Website: http://www.nz365guy.com/subscribe
LinkedIn – https://www.linkedin.com/in/nz365guy
X – https://twitter.com/nz365guy
Facebook – https://www.facebook.com/nz365guy
Instagram – https://www.instagram.com/nz365guy
Pinterest – https://www.pinterest.nz/nz365guy

I’m Mark Smith – nz365guy – Helping people reach their full potential

I have been a Microsoft Business Applications MVP for over 13 years. I am passionate about helping people reach their full potential, through training, coaching and mentorship.

This year we’re adding a new show to our line up – The AI Advantage. We’ll discuss the skills you need to thrive in an AI-enabled world.

Accelerate your Microsoft career with the 90 Day Mentoring Challenge (https://www.90daymc.com/)

We’ve helped 1,300+ people across 70+ countries establish successful careers in the Microsoft Power Platform and Dynamics 365 ecosystem.

Benefit from expert guidance, a supportive community, and a clear career roadmap. A lot can change in 90 days, get started today!

Support the show (https://buymeacoffee.com/nz365guy)

If you want to get in touch with me, you can message me here on LinkedIn (https://www.linkedin.com/in/nz365guy/).

Thanks for listening 🚀 – Mark Smith

Get featured on the show by leaving us a Voice Mail: https://bit.ly/MIPVM

AI isn’t just about models—it’s about clean data. In this Power Platform Show episode, Sedarius Tekara Perrotta shares a simple framework to fix messy data and scale GenAI. Essential for Copilot, SharePoint, and AI builders.

🔴 For full Show Notes https://www.microsoftinnovationpodcast.com/705

🎙️ What You Will Learn:

What if the biggest barrier to AI success isn’t the model—but your data? In this episode, Sedarius Tekara Perrotta, CEO of Shelf, reveals why unstructured data is sabotaging enterprise AI efforts and how to fix it. From SharePoint chaos to hallucinating copilots, Sedarius shares a practical framework for transforming messy data into clean, actionable fuel for generative AI. If you’re a business or tech leader navigating AI adoption, this conversation is your roadmap to clarity, control, and competitive edge.

🔑 KEY TAKEAWAYS
✅ Unstructured data is the silent killer of AI accuracy. Most organizations have millions of files riddled with micro-errors that confuse AI models and lead to hallucinations.
✅ A successful AI strategy starts with a data strategy. Clean, enriched, and refined data is essential before plugging into any AI system.
✅ Use the “Reduce, Enhance, Refine” framework. Focus on a specific use case, eliminate irrelevant data, enrich with metadata, and refine to a trusted set of documents.
✅ Automation is key—but not enough. Human oversight and iterative monitoring are still critical to ensure AI outputs remain accurate and relevant.
✅ AI agents will transform job roles incrementally. Expect gradual automation of tasks, with agents augmenting—not replacing—human expertise.

🧰 RESOURCES MENTIONED
👉 Shelf – AI-powered unstructured data management platform: https://www.shelf.io
👉 Microsoft Copilot Studio – Customizable AI interface for enterprise use: https://learn.microsoft.com/en-us/power-platform/copilot-studio
👉 Gartner Research – Identified poor data quality as the #1 barrier to scaling GenAI – Read the full Gartner press release

✅ Find Sedarius Online:
LinkedIn: https://www.linkedin.com/in/sedarius-tekara-perrotta-14658235/
X: https://x.com/sedarius7
Other Resources: https://clarity.fm/sedariustekara-perrotta

🔴 Subscribe for all the latest Microsoft Power Platform News: https://www.youtube.com/nz365guy?sub_confirmation=1

🔴 Share this video with a YouTuber friend: https://youtu.be/OnZWyCykQQA

✅ Recommended Playlist: Power 365 Show. Hear the latest from Senior Microsoft Staff – https://www.youtube.com/playlist?list=PLzf0yupPbVkqyy0tYMOozNcXsEdVn4sqh

✅ All our Microsoft Business Applications Podcasts: https://www.youtube.com/playlist?list=PLzf0yupPbVkr6hhBH1cT4E3E8ceQt1S_z

✅ Let’s Connect:
Collaborate with me here – https://cloverbase.com
YouTube – https://www.youtube.com/nz365guy
Website: http://www.nz365guy.com/subscribe
LinkedIn – https://www.linkedin.com/in/nz365guy
X – https://twitter.com/nz365guy
Facebook – https://www.facebook.com/nz365guy
Instagram – https://www.instagram.com/nz365guy
Pinterest – https://www.pinterest.nz/nz365guy

I’m Mark Smith – nz365guy – Helping people reach their full potential

I have been a Microsoft Business Applications MVP for over 13 years. I am passionate about helping people reach their full potential, through training, coaching and mentorship.

This year we’re adding a new show to our line up – The AI Advantage. We’ll discuss the skills you need to thrive in an AI-enabled world.

Accelerate your Microsoft career with the 90 Day Mentoring Challenge (https://www.90daymc.com/)

We’ve helped 1,300+ people across 70+ countries establish successful careers in the Microsoft Power Platform and Dynamics 365 ecosystem.

Benefit from expert guidance, a supportive community, and a clear career roadmap. A lot can change in 90 days, get started today!

Support the show (https://buymeacoffee.com/nz365guy)

If you want to get in touch with me, you can message me here on LinkedIn (https://www.linkedin.com/in/nz365guy/).

Thanks for listening 🚀 – Mark Smith

source