● Status: Active Lab

About My SEO_SANDBOX

Howdy! This is a live testing environment dedicated to experimenting with SEO frameworks, structured data properties and crawler behaviors.

If you have questions about the experiments running here or want to collaborate, feel free to connect with me on LinkedIn.

Katelyn Geary, Organic Growth & AI Visibility Leader

// about the operator

Katelyn Geary is the Senior SEO Strategist at Break the Web with 10 years of experience in SEO, primarily in ecommerce. Her work spans technical SEO, local SEO and AEO / GEO strategy, with a particular focus on how search engines and AI systems access, interpret and surface information. SEO Sandbox is her personal testing ground for exploring those questions through experiments, tools and the occasional rabbit hole.

// featured & speaking

Conductor AEO Trailblazer Award →
The Most Underrated Retail SEO Levers for 2026 →
The Agentic Web & Future of Ecommerce in the AI Era →
Search Pilot's SEO Control Room →

Sandbox Disclaimer: By design, most content across the post logs is written by AI, about AI. These are model self-assessments and experiments, run and interpreted by a human practitioner. Findings and analysis reflect my own conclusions as the operator.