GEO Knowledge Hub
In-depth guides on generative engine optimization, AI citations, schema, measurement, and cross-border playbooks—written for operators who need depth, not fluff.
88 in-depth articles
Do comparison tables get your products cited by AI shopping answers?
Comparison tables are where buyers decide — and where assistants usually cannot read a single fact. Here is how to make your comparison content quotable.
Read articleHow should you write returns and warranty terms so AI shopping answers can cite them?
Assistants quote the sections of your product page that state facts as complete sentences. Returns and warranty text is usually the biggest gap — here are the five facts to state inline.
Read articleHow many prompts do you need to test AI citation coverage properly?
Per-page audits have the same blind spot as a one-word keyword list. Here is how to build a defensible prompt set, how coverage maps onto your catalogue, and how to avoid false confidence from too few questions.
Read articleWhich of Your Products Are Invisible to AI? Measuring Citation Coverage, Not Just Pages
Per-page audits hide the real gap: most catalogues have a small citable core and a large invisible shelf. Here are five signals you can score in bulk to find yours, and a one-pass procedure for fixing causes instead of products.
Read articleWhy Do AI Shopping Answers Cite Specs for Some Products and Reviews for Others?
Assistants match their evidence type to the kind of question the buyer asked. Rankings, spec blocks, and review themes each carry different intent — here is how to decide which block your product page needs to invest in first.
Read articleWhy Do AI Answers Cite Pages That Do Not Rank for the Same Query?
The queries that get your store cited are not the queries you rank for. Here is how to find, score, and cover the twenty qualified questions that make up a citation surface.
Read articleHow Do I Audit a Store's AI Citation Readiness in One Hour?
A one-hour audit is not a smaller version of a full GEO program — it is a fixed sequence that finds the highest-impact blockers first. Here is the hour, split into four fifteen-minute passes.
Read articleFixing Catalog Consistency at Scale: Batching AI Citation Fixes Instead of Editing Page by Page
Triage decides what to fix first; batching decides how to finish. Sweep one defect class across the whole catalog with an export and a script, verify, then move to the next class.
Read articlePrioritizing Your AI Citation Audit: Which Pages to Fix First (and When to Stop)
Forty flags does not mean forty fixes. Sort by severity times reach: contradictions on ranking pages first, structured data second, rewrites third, everything else in batches.
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