AI Data Governance
Get AI answers from a source you can trust: your business data. Every response reflects how you actually run your business. No guessing. No generic model.
Most AI tools have no idea how your business works. Context Engine fixes that. Configure it once, and from then on, every query starts with your context already loaded.


Here's the context teams typically give Mixpanel AI to make sure every query is grounded in your verified data. You can write context directly in Mixpanel Settings, or ask your AI assistant through MCP to review your project and suggest what would be most useful to add.
What your company does and who your customers are
Your north star metric and how you measure it
Internal terminology and acronyms AI should understand
How you segment customers
Your event taxonomy and naming conventions
What your most important events represent and when they fire
Key dashboards and where to find canonical answers for common questions
Operating shortcuts


Fast answers don't matter if they're built on the wrong data. Verified Mode gives admins explicit control over which events and properties Mixpanel AI can query — so every output comes from a source your team has reviewed and approved. The result: consistent answers regardless of who's asking, and the confidence to act on them.
Messy tracking slows everyone down, whether it’s duplicate events, overlapping properties, or inconsistent naming. AI-powered data governance handles the cleanup for you. The results: clean data your whole team can rely on.
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AI-powered Data Governance scans your Lexicon.
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Duplicates are automatically flagged for review.
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Consolidate with a single click.




