# When Files Stop Being the Unit of Management: Lessons from ServiceNow's AI Research

**URL:** https://community.vastdata.com/t/when-files-stop-being-the-unit-of-management-lessons-from-servicenows-ai-research/2004
**Category:** News
**Created:** [July 7, 2026, 2:46pm UTC](https://community.vastdata.com/t/when-files-stop-being-the-unit-of-management-lessons-from-servicenows-ai-research/2004 "2026-07-07T14:46:45Z")
**Posts on this page:** 1
**Page:** 1

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### Author: ![Jim](https://sea2.discourse-cdn.com/flex022/user_avatar/community.vastdata.com/jim/32/122_2.png) [@Jim](https://community.vastdata.com/u/Jim)
#### Post date: [July 7, 2026, 2:46pm UTC](https://community.vastdata.com/t/when-files-stop-being-the-unit-of-management-lessons-from-servicenows-ai-research/2004/1 "2026-07-07T14:46:45Z")

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![](https://us1.discourse-cdn.com/flex022/uploads/thecosmosai/original/2X/3/328d4ff7e6ac47071a9c7287a50954375e65f9e7.jpeg)

AI infrastructure is shifting from files to data governance. Discover how ServiceNow manages models, checkpoints, and datasets at scale.

Check it out: [When Files Stop Being the Unit of Management: ServiceNow’s AI Research - VAST Data](https://www.vastdata.com/blog/when-files-stop-being-the-unit-of-management-lessons-from-servicenows-ai-research)