SEO Is No Longer a Performance Channel
How organic search became a verification surface, citation source, and niche visibility tool — and what to do instead.
Insights on AI search optimization, AEO strategies, and research from the Wayfinder team.
How organic search became a verification surface, citation source, and niche visibility tool — and what to do instead.
Marketers track whether AI mentions their brand. But the retrieval pipeline that decides which passage gets surfaced is opaque, vendor-controlled, and varies massively across configurations. We benchmarked seven embedding models across 28,350 LLM evaluations. Two models scored identically to ten decimal places — and retrieved completely different content. The mean is hiding the only thing that matters.
We benchmarked nine chunking strategies across 36,450 LLM evaluations. The content that wins AI retrieval looks nothing like SEO-optimised copy. Zinsser described it in 1976.
AI hasn't just made bad work easier to produce. It's removed the friction that used to prevent bad work from reaching an audience. The walls were doing important work.
The industry keeps citing 8.5 billion daily Google searches to dismiss AI search. But when you actually decompose that number, the searches that shift consumer decisions are a fraction of the headline.
The advertising industry has spent years claiming AI will kill creativity. The data tells a different story: most creative work was already mediocre, and AI just made that impossible to ignore.
The GEO industry is measuring the wrong thing. AI search is brand building, not performance marketing — and the data proves it. Here's what to do instead.
How to conduct an AI accessibility audit of your site using free tools
I ran 3,348 AI navigation tasks across 269 websites. Here's what actually determines whether AI agents find your content.