
In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Dr. Shweta Shah, a seasoned data and AI architect with a fresh perspective on how we think about quality in the age of unstructured data and GenAI. Shweta introduces “Content Quality Management” (CQM), a new framework designed to help organizations prepare unstructured content for trustworthy, auditable, AI-powered outcomes.


Together, they explore:
Why traditional data quality frameworks fall short in GenAI systems.
The seven dimensions of content quality.
Why unstructured data needs more than structure to be AI-ready.
The role of team diversity and ethical design in building AI that works for everyone.
How CQM could evolve into a new standard—or even a product—for enterprise AI readiness.


🎧 Tune in for a timely conversation that reframes unstructured data not as a challenge, but as an opportunity to rethink what “quality” really means in modern data work.
Hosted by Ausha. See ausha.co/privacy-policy for more information.

In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Dr. Shweta Shah, a seasoned data and AI architect with a fresh perspective on how we think about quality in the age of unstructured data and GenAI. Shweta introduces “Content Quality Management” (CQM), a new framework designed to help organizations prepare unstructured content for trustworthy, auditable, AI-powered outcomes. Together, they explore:<ul><li>Why traditional data quality frameworks fall short in GenAI systems.</li><li>The seven dimensions of content quality.</li><li>Why unstructured data needs more than structure to be AI-ready.</li><li>The role of team diversity and ethical design in building AI that works for everyone.</li><li>How CQM could evolve into a new standard—or even a product—for enterprise AI readiness.</li></ul> 🎧 Tune in for a timely conversation that reframes unstructured data not as a challenge, but as an opportunity to rethink what “quality” really means in modern data work. Hosted by Ausha. See <a href="https://ausha.co/privacy-policy">ausha.co/privacy-policy</a> for more information.

Enterprise Wide Search 14: Shweta Shah - The Missing Management Layer in AI: Content Quality


You’re listening to Enterprise Wide Search — powered by Actian.
Hosted by Ole Olesen-Bagneux, Chief Evangelist at Actian, and now joined by Emma McGrattan, Actian’s CTO and global data leader, this show explores the often-overlooked challenge at the heart of modern enterprises: finding and making sense of data.


Why is it still so hard to search across systems and uncover the data you need to do your job? Ole is obsessed with that question — and together with Emma, he speaks with authors, software inventors, data architects, industry leaders, and academics about the tools, processes, and ideas shaping the future of enterprise data search.


From metadata to data intelligence, governance to AI-powered discovery — Enterprise Wide Search is your guide to navigating enterprise data's wild, tangled world.
Hosted by Ausha. See ausha.co/privacy-policy for more information.

You’re listening to Enterprise Wide Search — powered by Actian.Hosted by Ole Olesen-Bagneux, Chief Evangelist at Actian, and now joined by Emma McGrattan, Actian’s CTO and global data leader, this show explores the often-overlooked challenge at the heart of modern enterprises: finding and making sense of data. Why is it still so hard to search across systems and uncover the data you need to do your job? Ole is obsessed with that question — and together with Emma, he speaks with authors, software inventors, data architects, industry leaders, and academics about the tools, processes, and ideas shaping the future of enterprise data search. From metadata to data intelligence, governance to AI-powered discovery — Enterprise Wide Search is your guide to navigating enterprise data's wild, tangled world. Hosted by Ausha. See <a href="https://ausha.co/privacy-policy">ausha.co/privacy-policy</a> for more information.