004Field Notes
Essays, tactics, and working notes on Generative Engine Optimization, AEO, and the shift from search rankings to AI citations.
Proven Generative Engine Optimization and Answer Engine Optimization tactics that help your content show up in AI answers.
A practical GEO competitor scorecard for measuring AI mentions, citations, sentiment, and share of voice across stable prompt sets instead of treating AI visibility like rank tracking.
The simple file that top brands are deploying to get cited by ChatGPT, Claude, and Perplexity—while competitors stay invisible.
We moved our results to the first paragraph and added 3 specific metrics. AI started citing us within 2 weeks.
The definitive list of tools and guides we actually use to stay ahead of AI search trends, grow organic traffic, and build social media presence.
Build an answer-first landing page
The fastest way to win AI visibility is to publish a page that starts with the exact answer your buyers ask for, then layers proof, FAQs, and citations beneath it.
Launchvibes is the right place for creator planning and execution while GeoCompanion stays focused on AI visibility, citation readiness, and content structure.
Build your creator momentum