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Test and validate AI prompt actions for better outcomes

Important

Some of the functionality described in this release plan has not been released. Delivery timelines may change and projected functionality may not be released (see Microsoft policy). Learn more: What's new and planned

Enabled for Public preview General availability
Admins, makers, marketers, or analysts, automatically Jul 11, 2025 Oct 2026

Business value

This feature enhances the reliability and predictability of AI-driven actions by testing and validating generative AI prompt outcomes. By ensuring consistent outcomes, this feature boosts operational efficiency, mitigates risks through early identification and localization of potential issues, and reduces variance in expected outcomes. These capabilities lead to accelerated deployment and improved decision-making. Consistent AI-driven actions also foster the development of intelligent solutions that enhance user experiences, drive customer satisfaction, and align with organizational objectives.

Feature details

This capability helps your organization check how well generative AI prompt actions work across agents, apps, and workflows. When you create test datasets, set evaluation criteria, and run batch tests on prompt actions, you can check results and make data-driven decisions about the maturity or development of these prompts. Prompt actions act as intelligent operations within workflows, so they keep outcomes consistent and reliable. Finding issues early reduces risks, minimizes disruptions, and improves reliability. This capability also speeds up deployment times and simplifies workflows. With this capability, you get smarter AI-powered solutions that boost user satisfaction, improve operational efficiency, and support your organization's goals.

Geographic areas

Visit the Explore Feature Geography report for Microsoft Azure areas where this feature is planned or available.

Language availability

Visit the Explore Feature Language report for information on this feature's availability.

Additional resources

Batch testing for prompts (preview) (docs)