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AI vs Manual Tagging for Fashion E-commerce on Shopify




Save time and costs by using AI instead of manual tagging to instantly generate product descriptions, attributes, metadata, and tags on your Shopify store.

Automate the labor-intensive elements of product information to get the discoverability and customer experience that helps drive more sales.





Try Catecut for free up to 100 SKUs
How our AI tagging and descriptions save time and cost over manual tagging and descriptions
Catecut helps fashion brands and retailers save time and reduce costs by using the power of AI to instantly generate product descriptions, attributes, metadata, and tags directly on Shopify.

This automates one of the most labor-intensive parts of e-commerce, while enhancing discoverability, improving customer experience, and ultimately driving more sales.

Solving E-Commerce’s Biggest Product Content Pain Points

Catecut eliminates the bottlenecks that slow down digital merchandising and limit growth:

  • Automates product content creation
  • Applies accurate, optimized product tags instantly—making your catalog easier to find and convert.
  • Eliminates manual work, reduces training requirements, and avoids costly human error
  • Generates content in seconds, not days—freeing up your team and accelerating product uploads.
  • Lets apparel marketplaces launch new collections more frequently to stay on-trend, and expand product ranges with ease.
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    Design Elements: Catecut on Katla.com
    Katla's known for its thoughtful design, slow fashion sustainability, and exceptional customer experiences. But they were facing challenges as an ascending brand:

    They were spending their small team's time creating detailed product content for their product pages, tying up their team, and taking them away from core functions like amplifying their collections and promoting sustainability in fashion.

    Catecut helped Katla cut time and costs quickly. Katla sent their product imagery from their online store's back end, and our AI did the rest!

    The result

    • Product pages are automatically enriched with each garment's design elements, providing Katla's shoppers with necessary information about each product.
    • Product page backends on Shopify are automatically tagged with accurate, relevant keywords and metadata in the correct fields to drive product and store searchability.
    • New collections and pieces can be added to Katla's store effortlessly.
    • Catecut understands and adapts to Katla's evolving brand needs and aesthetics over time.
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    True Cost of Product Content Logistics
    It's often hard to see the true cost of product content logistics, both the financial investment in product information creation and quality assurance for accuracy.

    Plus, there's also the lag time created by this process that throttles product availability on an online store. Here we breakdown the typical cost of each task in the store's backend.

    Average of $1/minute:
  • Product description
  • Metadata for SEO/AEO
  • Alt text for accessibility and searchability

    Average $2/minute:
  • Augment store backend with product attributes and unique features
  • SEO/AEO tags for discoverability


  • 30 minutes = $30 x 100 SKUs costs $3000
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    Product Content Logistics Solved in Seconds
    Catecut delivers instant, on-brand content to inform product pages-- everything from the product's design elements to key tags for searchability, helps shoppers better explore the store, and draws in new shoppers.

    Catecut's custom-trained AI models detect these attributes and deliver them in the correct format to each relevant area of the store's backend, giving you:

  • Faster product availability
  • Increased product velocity and responsiveness
  • Brand consistency at scale
  • Messaging quality across thousands of SKUs—without disconnected teams or generic GPT copy.