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help/marketo/product-docs/marketo-ai/skills/build-programs.md

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@@ -53,3 +53,4 @@ Describe a marketing campaign in plain language and Marketo AI builds the progra
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* Marketo AI cannot access your existing audience lists automatically. You must connect smart list filters to your actual segments after the program is created.
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* Complex multi-step programs with advanced branching logic may need manual refinement after creation.
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* If your Marketo environment uses naming conventions or folder structures, specify them in your brief so the program is created in the right place.
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help/marketo/product-docs/marketo-ai/skills/clone-program.md

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## How to use {#how-to-use}
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1. In your My Marketo, click the **Marketo AI** tile.
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1. In the prompt window, type your instructions. For example, "Clone my Q2 Webinar program into the Q3 Campaigns folder and call it Q3 Product Demo Webinar."
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1. Marketo AI confirms the source program, destination folder, and new name. Review and confirm.
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1. The clone is created. Marketo AI confirms when it is done and tells you where to find it.
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1. Open the new program in Marketo and update what is different: email content, dates, audience filters, tokens, etc.
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1. Run the [Program QA](/help/marketo/product-docs/marketo-ai/skills/program-qa.md) agent before activating.
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## Use cases {#use-cases}

help/marketo/product-docs/marketo-ai/skills/import-leads.md

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![](assets/import-leads-10.png)
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When the import is done, a verification summary appears showing leads processed, rows failed, and any warnings.
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help/marketo/product-docs/marketo-ai/skills/investigate-leads.md

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* Lead Investigation is read-only. It tells you what happened, but does not make changes to the lead record or program membership.
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* For issues that turn out to be data quality problems (missing field values, incorrect lead source), the fix must be made manually in the lead record.
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* If the investigation reveals a smart campaign logic issue affecting many leads, use Program QA to review the full program configuration.
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help/marketo/product-docs/marketo-ai/skills/product-knowledge.md

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## How to use {#how-to-use}
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1. In your My Marketo, click the **Marketo AI** tile.
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1. In the prompt window, type your question in natural language; no special syntax required.
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1. The answer is provided. If you need more detail or a different angle, ask a follow-up.
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## Use cases {#use-cases}

help/marketo/product-docs/marketo-ai/skills/standardize-data.md

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# Standardize data {#standardize-data}
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coming soon
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help/marketo/product-docs/marketo-ai/skills/surface-insights.md

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* Marketo AI can surface data but cannot make changes to your programs or reports based on what it finds.
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* For detailed custom reporting with specific filters and breakdowns, the Marketo built-in reporting tools or a BI integration may be more appropriate.
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* Attribution across multi-touch campaigns requires proper program setup. Marketo AI reports on what's tracked, not infer attribution that wasn't configured.
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help/marketo/product-docs/marketo-ai/skills/validate-programs.md

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The AI Assistant provides a QA of the selected program, showing you what passed and what failed.
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![](assets/validate-programs-6.png)
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