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Product Agent is currently in beta, and we’re seeking partners to help shape its future.
Sampled Enrichment allows you to review and refine AI-generated product data before applying it to your catalog. In this step, Product Agent displays the attributes, FAQs, image alt text, and metadata for the product scope you selected in the previous step. You can review the changes Product Agent made, see its rationale, make edits, and provide guidance to improve future enrichment results.

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Page Layout

The Sampled Enrichment screen is divided into two main areas:
  • Product list (left panel): Displays all products included in enrichment. You can filter by category and select individual products to review.
  • Product detail (main panel): Displays the enriched data for the selected product.
Selecting a product from the left panel displays that product’s enriched data in the main panel. Sampled Enrichment Layout UI Each product includes the following sections detailing its data:
SectionDescription
AttributesThe product description and details such as size, color, material, or instructions.
FAQsQuestions and answers designed to improve product discovery and support search-based experiences.
Image alt tagsDescriptions for product images to improve accessibility and image search visibility.
Meta dataSEO-focused fields such as meta title and meta description to improve search engine visibility and ranking.

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Attribute sources

Attributes are grouped into two sections to help you understand where each value comes from:
  • From Your Taxonomy: These attributes come from your existing product data. Product Agent may standardize or enhance these values to improve consistency and clarity.
  • From Neon Data Set: These are attributes that Product Agent identifid as opportunities based on fabric’s data model and industry benchmarks. They represent important product details that may be missing from your current data but can improve discoverability, filtering, and AI readiness.

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Enrichment status

Each piece of product data includes a status indicator to show how it was handled during enrichment:
  • New: Newly generated by Product Agent
  • Updated: Modified from the source data
  • Original: Unchanged from the source data
These statuses help you quickly identify which content was created, enhanced, or left as-is.

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Enrichment insights

Hovering over a piece of product data displays additional context, including:
  • Agent rationale explaining why a value was generated, updated, or left unchanged
  • Sources used to derive the value
  • Attribute origin (for example, supplier data or AI-generated content)
This information helps you understand how Product Agent determined each value. Hovering over attributes that Product Agent enhanced from your taxonomy gives you the Revert button so that you can undo the enrichment. Optimization information UI

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Procedure

  1. Navigate through the sampled enrichment of your catalog and review Product Agent’s optimizations.
  2. (Optional) To make changes to Product Agent’s optimizations or the guidance that Product Agent uses when enriching your content, see Optional Procedures below.
  3. Click Next: Enrich All & Review.
You are directed to the next step in the process, Enrich All & Review.

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Optional Procedures

The following procedures explain how to adjust optimizations in Sampled Enrichment, whether by editing a single product or providing guidance for future enrichments.
Your edits and feedback help Product Agent learn your preferences and generate better results.

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Regenerating AI content

The product description, attributes, FAQs, and meta data all support AI edits at the individual level. This allows you to use the Product Agent AI to regenerate content without manual edits or rewrites.
  1. Mouse over a piece of product data and click the magic wand icon. The guidance window is displayed.
  2. In the text field, give the AI guidance on what you would like changed.
  3. Click Generate.
Product Agent regenerates the data. You can regenerate data as needed.

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Editing a product’s title

  1. To change a product’s title, mouse over the title and click the pencil icon. The Edit Title window is displayed.
  2. In the Title field, enter the new title.
  3. In the Provide edit guidance field, provide a reason for the edit.
  4. In the Scope field, choose whether the edit applies to:
    • Only this product
    • Every product with this attribute
  5. Click Save.
The new product title and guidance are saved.

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Editing an attribute

  1. Mouse over the attribute and click the pencil icon. The edit menu is displayed. Editing an attribute UI
  2. Edit the attribute as required.
  3. In the Scope field, choose whether the edit applies to:
    • Only this product
    • Every product with this attribute
  4. In the Guidance for the agent… field, provide a reason for the edit.
  5. Click Save.
The edits and guidance are saved.

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Editing an FAQ

  1. Mouse over the FAQ and click the pencil icon. The edit menu is displayed. Editing an attribute UI
  2. In the Question field, edit the question.
  3. In the Answer field, edit the answer.
  4. In the Add AI guidance for handling similar changes… field, provide a reason for the edit.
  5. Click the checkmark icon.
The edits and guidance are saved.

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Editing image alt tags

  1. Mouse over an alt tag and click the pencil icon. The Edit Alt Text window is displayed. Editing an attribute UI
  2. In the Alt Text field, edit the alt tag as required.
  3. In the AI guidance for handling similar changes field, provide a reason for the edit.
  4. Click Done.
The edits and guidance are saved.

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Editing meta data

  1. Mouse over the meta data and click the pencil icon. The edit menu is displayed.
  2. Edit the attribute as required.
  3. In the Meta Title field, edit the meta data.
  4. In the Guidance for the agent… field, provide a reason for the edit.
  5. Click the checkmark icon.
The edits and guidance are saved.