Blog / Structure for AI answers
Why structure beats keyword stuffing for AI answers
When someone asks ChatGPT or Perplexity a question, the model is not ranking ten blue links the way classical SEO imagined. It is extracting and synthesizing passages. Pages that hide the only clear claim ten screens down, or bury it under a flat heading tree, lose that lottery—not because the brand is wrong, but because the document is hard to chunk.
What we optimize
Structural Feature Engineering (SFE) treats hierarchy, chunk size, lists, tables, emphasis, and light schema as features for extraction. SFE-Edge applies that at the Cloudflare edge for AI crawlers only. Humans still see your original site.
What we never promise
No guaranteed citations, rankings, or traffic. Engines change. Your content quality still matters. We automate the structure layer—the part a reverse proxy can fix without inventing claims.
Try it free
- SFE-Lens — paste a URL, get a readiness score
- GEO PDF — free guide
- SFE-Edge plain English — paid edge product