> ## Documentation Index
> Fetch the complete documentation index at: https://docs.atlios.io/llms.txt
> Use this file to discover all available pages before exploring further.

# Image review before publish

> Review product images before using them on customer-facing pages.

Use this workflow when product images have been uploaded, matched, generated,
processed, or prepared for publication.

The goal is to confirm that each image is attached to the right product,
supports customer evaluation, and is ready for the storefront.

<Steps>
  <Step title="Confirm image-product matching">
    Review whether each image is matched to the correct product.

    <Warning>
      Incorrect matching can create customer confusion even when the image
      quality is high.
    </Warning>
  </Step>

  <Step title="Check image coverage">
    Look for products with too few images or no featured image. Image coverage
    should support the way customers evaluate the product.
  </Step>

  <Step title="Review processed outputs">
    For processed images, check the result before publishing. Pay attention to
    background removal, crops, product edges, shadows, color accuracy, and
    whether the final image still represents the product honestly.
  </Step>

  <Step title="Approve, reject, or regenerate">
    Approve images that are ready, reject images that should not go to Shopify,
    and regenerate images that need another pass.
  </Step>

  <Step title="Choose the featured image">
    If several new images are going to the same product, choose the one that
    should become the featured image.
  </Step>

  <Step title="Review metadata">
    Check alt text and filenames where available. Strong image metadata
    supports storefront quality and makes image issues easier to manage later.
  </Step>

  <Step title="Publish approved changes">
    Publish only the image changes that pass review. If an output needs more
    work, leave it out of the publish step and return to the image workflow.
  </Step>

  <Step title="Let Atlios confirm">
    After publishing, Atlios re-checks the affected products automatically to
    confirm image-related issues have been resolved and storefront checks still
    pass.
  </Step>
</Steps>

For the full review flow, see
[Review and publish images](/guides/review-and-publish-images).