GEO Content Optimizer (toprank sub-skill)
This is a pointer, not a deprecated stub: it stays invocable as toprank's
GEO entry point, but the technique library it used to carry has moved to
bencium-aeo/references/geo-techniques.md
so the estate has one authority for AI-citation optimisation instead of two
overlapping ones.
When to use this pointer vs bencium-aeo directly
- Inside a toprank SEO workflow — you're already running
seo-analysis,keyword-research, orcontent-writerand want to layer GEO on top: read the reference below, apply the techniques, then hand off to content-writer. - Standalone AI-citation work with no SEO context — invoke
bencium-aeodirectly; it owns the full workflow (analysis, generation, evidence panels, JSON-LD schema, testing protocol).
Boundary with bencium-aeo
Same underlying techniques (18-token rule, evidence panels, freshness
signals, FAQ schema) — the boundary is workflow context, not technique. This
pointer exists so a toprank-driven SEO engagement can reach GEO technique
without leaving the suite; bencium-aeo is the standalone, SEO-context-free
workflow with its own analysis/generation/testing steps. bencium-aeo/SKILL.md
carries the reciprocal note under its own "Related skills" section.
Reference materials (moved to bencium-aeo)
- GEO Techniques — full technique library, CORE-EEAT checklist, worked example
- AI Citation Patterns — how each engine selects and cites sources
- Quotable Content Examples — more before/after pairs