Research notes on agentic workflows, AI-native marketing systems, content operations, and applied AI from the GAEO.ai lab.
The collapse of 10 blue links and the rise of conversational answers. Discover the similarities, differences, and why your visibility strategy must change today.
A tactical guide to improving your organic mentions and citation links inside Perplexity Search results.
An enterprise-grade analysis of Google's official AI optimization guidelines. Discover how RAG, query fan-out, and crawlability power AI Overviews, debunking common AEO myths.
How to automate distribution pipelines to sync blog articles to social platforms and newsletters.
How to implement referral mechanisms directly into client checkout and account dashboards to spur viral growth.
A playbook for Marketing Engineers on defining reliable naming conventions for user behavioral event logs.
How to build a semantic entity mesh to ensure Google Knowledge Graph and LLMs recognize your brand connections.
Structuring localization operations to translate, humanize, and distribute blog posts in multiple languages.
A guide to implementing server-side experimentation to optimize product pricing pages without latency.
Orchestrating databases to accurately trace lead generation back to organic, social, and search channels.
Understanding how vector embeddings determine your company's visibility in search queries answered by AI.
How to programmatically enforce brand voice guidelines and editorial rules in large-scale content pipelines.
The framework behind the research. Five stages from discovery to scale for teams building agentic operating systems.
Explore the Framework