● Status: Active Lab

SEO_SANDBOX // K.GEARY

[BUILT_BY] 🌻 Katelyn Geary
Organic Growth & AI Visibility Leader specializing in E-commerce SEO & GEO Strategy

Zero fluff. Mandatories only. An isolated environment built to observe how bots and LLMs parse clean technical architecture.

01 // The Lab Directive

This space rejects over-automated frameworks and bloated competitive myths. We build clean DOM structures, test strict schema alignment and verify how edge cases render in real-time. Hygiene isn't a competitive advantage anymore, it's table stakes.

02 // Active Core Experiments
[SYS_BUILD]

Static Infrastructure

No CMS overhead, no third-party rendering dependencies, just isolating variables at the source.

[ENV_START]

Traditional vs. Generative Baseline

Testing how standard user-agents handle clean typography and raw HTML against modern answer engine parsing.

[SYS_HYGIENE]

Schema Entity Nesting

Deploying advanced JSON-LD architecture to track entity relationships without reliance on third-party black boxes.

[QUERY_LOG]

AI Conversations

Direct queries run against major LLMs, logged without editing. Testing self-representation, cross-model bias and how each system frames its own limitations.

[LIVE_TOOL]

Crawler Lens

Live robots.txt access checker: pick a real bot user-agent and a page, get the actual allow/disallow verdict plus the title, meta robots, canonical, JSON-LD and plain-text signal that bot would extract.

[LIVE_TOOL]

AEO Readiness Score

Live scorecard rolling up indexability, canonical hygiene, AI-crawler access, structured data validity, title/description/H1 presence, content substance and llms.txt coverage into a single readiness score per page.

[LIVE_TOOL]

AI Visibility Quiz

Free 10-question quiz scoring whether your own site is actually visible to ChatGPT, Perplexity, Google AI Overviews and Claude — with a shareable result card.

[LIVE_TOOL]

Content-Signal & llms.txt Generator

Free client-side generator for a robots.txt Content-Signal snippet (search/ai-input/ai-train) and a spec-correct llms.txt file — copy-paste straight into your own site.

Featured Logs: /001: Blue Sky/002: AI Models/003: Claude/004: Gemini/005: ChatGPT/006: Being Human/007: Claude on SEOs/008: Gemini on SEOs/009: ChatGPT on SEOs/010: Claude on LLMs/011: Gemini on LLMs/012: ChatGPT on LLMs