AI Website Optimizer for SEO, AEO, and GEO Audits

Businesses couldn't tell why they weren't ranking in AI-driven search. No existing tooling addressed AEO/GEO (Answer Engine / Generative Engine Optimization) audits specifically.

Businesses couldn't tell why they weren't ranking in AI-driven search, and no existing tooling addressed AEO/GEO compatibility, only traditional SEO.

Turning a vague, emerging problem ("why don't we show up in AI search results?") into a concrete, actionable audit, on an extensible foundation for a problem space that's still evolving.

[ADD VERIFIED DETAIL: solo build vs. team, exact scope of involvement]

Built an intelligent audit bot that crawls sites and returns specific, actionable fixes for SEO, AEO, and GEO compatibility, built on LangChain for extensibility.

A site crawler feeding into a LangChain-based analysis pipeline, using the OpenAI API and Gemini API to generate audit findings. [ADD VERIFIED DETAIL: full architecture diagram, specific data flow]

Built on LangChain specifically for extensibility, anticipating that AEO/GEO audit criteria would keep evolving as AI search itself changes.

Clients got a clear, actionable list of fixes instead of guesswork about why they weren't ranking in AI-driven search.

[ADD VERIFIED DETAIL: what was learned building an AI product for an emerging, still-evolving problem space]