Show HN: Free AI agent audit for Shopify catalogs (1.2M open captures) (aicatalogscore.com)

A new free AI agent audit tool has been launched for Shopify catalogs, which analyzes how well products are recommended by various AI models including ChatGPT and Claude, among others. This tool has already evaluated a significant dataset, featuring 1.2 million product captures. For instance, Burtsbeesbaby.com received a score of 77 out of 100, highlighting opportunities to enhance product descriptions, titles, and metadata for better visibility and matching by AI agents. The audit identifies critical areas for improvement, such as recommending longer descriptions, adding specific product attributes, and increasing image diversity. This initiative is significant for the AI and e-commerce communities, as it enables businesses to optimize their online presence using AI-driven insights. By understanding how AI evaluates product information, Shopify merchants can refine their catalogs to achieve higher scores and improve sales potential. The detailed feedback provided—such as the need for more descriptive titles and robust image selection—offers actionable strategies for enhancing catalog performance. This tool not only democratizes access to AI optimization but also encourages best practices in product presentation, ultimately aiding retailers in a highly competitive digital marketplace.