By the Numbers: AI Analytics vs Report Toaster: Custom Reportsfor Shopify (2026)

By the Numbers: AI Analytics and Report Toaster: Custom Reports both serve Shopify merchants in the analytics space, but they approach the problem with different philosophies and target different user skill levels. By the Numbers positions itself as an AI-powered, user-friendly solution focused on improving LTV and retention through personalized marketing. It leans heavily on its AI analyst and automated segmentation synced with marketing platforms. Report Toaster, on the other hand, is a robust, highly customizable reporting tool designed for power users who want granular control over their data. It prioritizes flexibility, customizability, and scheduled reporting across multiple stores. The primary differentiator lies in the approach to data analysis. By the Numbers offers pre-built insights and an AI assistant to answer specific business questions, making it attractive to merchants who prefer a more hands-off, guided experience. Report Toaster requires users to actively build and customize their reports from templates or scratch, catering to those who need highly specific data cuts and the ability to manipulate raw data. Both apps fall under the 'Operations' and 'Analytics' categories on Shopify, but their feature sets clearly target different needs: one focuses on AI-driven insights and actionable marketing segments, while the other emphasizes custom report creation and automation.

By the Numbers: AI Analytics and Report Toaster: Custom Reports both serve Shopify merchants in the analytics space, but they approach the problem with different philosophies and target different user skill levels. By the Numbers positions itself as an AI-powered, user-friendly solution focused on improving LTV and retention through personalized marketing. It leans heavily on its AI analyst and automated segmentation synced with marketing platforms. Report Toaster, on the other hand, is a robust, highly customizable reporting tool designed for power users who want granular control over their data. It prioritizes flexibility, customizability, and scheduled reporting across multiple stores. The primary differentiator lies in the approach to data analysis. By the Numbers offers pre-built insights and an AI assistant to answer specific business questions, making it attractive to merchants who prefer a more hands-off, guided experience. Report Toaster requires users to actively build and customize their reports from templates or scratch, catering to those who need highly specific data cuts and the ability to manipulate raw data. Both apps fall under the 'Operations' and 'Analytics' categories on Shopify, but their feature sets clearly target different needs: one focuses on AI-driven insights and actionable marketing segments, while the other emphasizes custom report creation and automation.