Research

Original audits of how small business websites show up in search and AI answers. Data is free to reuse under CC BY 4.0.

• November 8, 2026

  How Accessible Are Local Business Websites? We Tested 2,868 Homepages

  We ran automated WCAG checks on 2,868 US local business homepages. 86% failed at least one, and overlay widgets made no difference. Data inside.

• November 8, 2026

  Can AI Read Local Business Websites? We Checked 2,882 of Them

  We audited 2,882 US local business homepages the way AI crawlers see them. Only 51% show phone, address and hours in readable HTML. Data inside.