How to Scale Online Store Content with AI

In one of the author's projects, automation helped increase the volume of content produced for an online store. Generating text does not in itself verify the accuracy of product information.

Which Catalog Tasks Can Be Scaled

In the author's projects, the budget did not always allow for custom copy for every category and subcategory in large catalogs. Some content remained templated or was released gradually. In one project, the author counted 380 combinations based on search terms and added unique descriptions where products were available. This is an example of a specific task, not a standard for every store.

Catalog size affected the amount of SEO work in the projects described by the author.

How to Choose Pages for the First Phase

In the example provided by the author, a store with many groups and subcategories needed more landing pages and content than a store specializing in headlight lenses. This observation applies to the stores mentioned. The author does not consider the presence of text alone sufficient for promoting a page.

Workflow: Source Data, Generation, and Editing

In one of the author's projects, automation sped up content production. It is still important to review the materials: a model's response does not by itself verify product information.

Google Search Central recommends evaluating content based on its accuracy, quality, and relevance to users, not just how it was created. Mass-producing pages without independent value may violate Google's policies on scaled content abuse.

Why Translations Need to Be Reviewed

The author believes that advances in neural networks may reduce the difference in the amount of work involved in creating content in different languages. In the author's projects, people who knew the relevant language reviewed the texts.

In one case described, a Polish language expert was brought in to review the content, increasing its cost. No additional reviewer was needed for the Ukrainian and English content in that situation. This observation applies to a specific project and does not establish a rule about which languages can be published without an editor.

How to Match the Amount of Work to the Budget

According to the author, a proposal may include only a minimum volume of content. In that case, additional categories for a larger store may require extra payment, increasing the total cost. In one project, after automating the process, the author prepared 380 pieces of content for the client at a price comparable to an order for 150. This is the result of a specific project, not a guarantee of the same ratio for another catalog or team.

What to Check After Publication

Google recommends specifying alternative language versions using hreflang if a site serves different languages or regions. The markup should link the versions to one another, including with reciprocal links.

In the author's assessment, the number of published texts alone does not show whether sales have increased.

Frequently Asked Questions About Online Store Content with AI

Can a neural network handle all the catalog content?

A model can prepare text for a large number of pages. In the projects described by the author, people reviewed the content before publication.

Does every language need to be proofread?

In the author's experience, a language specialist reviewed the Polish texts, while no additional reviewer was needed for the Ukrainian and English content in the same case. This observation does not replace an assessment of the team's expertise and the quality requirements of a specific project.

What if there isn't enough budget for the entire catalog?

In the author's projects, large catalogs were filled in gradually. In one of them, some of the content remained templated.