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Update automation-levels.md
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ms.pagetype: security
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ms.author: deniseb
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author: denisebmsft
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ms.date: 10/21/2020
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ms.date: 10/22/2020
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ms.localizationpriority: medium
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manager: dansimp
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audience: ITPro
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# Automation levels in automated investigation and remediation capabilities
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Microsoft Defender for Endpoint offers several levels of automation for automated investigation and remediation (AIR). Automation levels determine whether remediation actions are taken automatically or only upon approval following an automated investigation.
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Automated investigation and remediation (AIR) capabilities in Microsoft Defender for Endpoint can be configured to one of several levels of automation. Your automation level affects whether remediation actions that follow an automated investigation are taken automatically or only upon approval.
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- *Full automation* (this is recommended option) means remediation actions are taken automatically.
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- *Semi-automation* means some remediation actions are taken automatically, but other remediation actions await approval before being taken. (See the table later in this article for more details.)
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- Remediation actions, whether pending or completed, are tracked in the Action Center ([https://securitycenter.windows.com](https://securitycenter.windows.com)).
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- All remediation actions, whether pending or completed, are tracked in the Action Center ([https://securitycenter.windows.com](https://securitycenter.windows.com)).
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> [!TIP]
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> For best results, we recommend using full automation with automated investigation and remediation. Data collected and analyzed over the past year shows that customers who are using full automation had 40% more high-confidence malware samples removed than customers who are using lower levels of automation. Full automation can help free up your security operations resources to focus more on your strategic initiatives.
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> For best results, we recommend using full automation when you [configure AIR](configure-automated-investigations-remediation.md). Data collected and analyzed over the past year shows that customers who are using full automation had 40% more high-confidence malware samples removed than customers who are using lower levels of automation. Full automation can help free up your security operations resources to focus more on your strategic initiatives.
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## Levels of automation
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