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Zapier AI Blog
June 12, 2026
Regulation & Policy

The 6 best AI governance tools in 2026

Overview

This Zapier article introduces a roundup of the best AI governance tools for 2026, explaining what AI governance is and how to think about choosing tools. It argues that AI governance is not a single product category but a discipline spanning the entire AI lifecycle, from the decision to build or buy a tool to its retirement. The author breaks the software into three areas and lists selection criteria used to build a well-rounded list.

Key Takeaways

  • AI governance tools can help you monitor AI usage from pre-deployment to post-deployment.

    Learn more about some of the top options on the market today.

  • Let my canine misfortunes be a lesson for your AI endeavors.

    AI can be useful, fully functional, and your best friend-until the day it isn't.

  • Our best apps roundups are written by humans who've spent much of their careers using, testing, and writing about software.

    Unless explicitly stated, we spend dozens of hours researching and testing apps, using each app as it's intended to be used and evaluating it against the criteria we set for the category.

  • The compliance officer says legal and privacy compliance sit on top of AI governance.

    Buried in that half-hearted, despicable attempt at a joke is one of the biggest takeaways here: at this moment in time, AI governance isn't necessarily a single product category.

  • But in addition to weighing those subcategories, I also had a few additional criteria to make sure I brought you the best options possible: AI visibility: A governance tool can only govern what it can see.

AI governance tools can help you monitor AI usage from pre-deployment to post-deployment. Learn more about some of the top options on the market today. See how Zapier helps you manage, secure, and scale automation across your organization.

Three phases to move from disconnected AI pilots to orchestrated systems that scale. I'll never forget the first time my childhood dog betrayed me. Before the incident, she was completely fine alone, knew every trick in the book, and only barked at the mailman and other potential serial killers.

I left for two hours, returning to shredded magazines, ripped couch cushions, destroyed dog toys, and a wagging tail. Let my canine misfortunes be a lesson for your AI endeavors. AI can be useful, fully functional, and your best friend-until the day it isn't.

For more details please read the original article at Zapier AI Blog.

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