"Five years ago, getting people to care about data governance was an act of Congress. Now, poor data quality and missing context are AI strategy killers. GitLab is shifting from traditional BI dashboards to AI-ready data products where users discover insights themselves through conversational interfaces — and that transformation requires active metadata management because you can't mask poor quality when AI is doing the work.
Key takeaways:
Traditional BI tools may be obsolete as companies like Salesforce and Tableau pivot to conversational AI
AI-ready data products have been the goal for 10 years — AI finally provides the use case that makes them essential
Users want self-service discovery through AI, not waiting for analysts to build dashboards and send insights
Metadata and context become non-negotiable because AI exposes poor data quality that BI tools could mask
Teams now want to participate in active metadata management because they see the value on the other side"
