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.
30 in-depth articles
Measuring Perplexity citations: prompts, snapshots, and SOAV
Perplexity exposes source lists—use them. Build a disciplined monitoring program that connects citation moves to shipped page fixes.
Read articleSchema.org and RAG: why structured data changes LLM retrieval
RAG chunking mangles messy HTML. JSON-LD supplies typed facts merchants can control—if they match what shoppers see.
Read articleCompetitor GEO gap analysis: win citations you can defend
When competitors dominate AI source lists, diff their evidence—not their blog volume. This framework prioritizes gaps you can close in one sprint.
Read articleMeasuring GEO ROI: a rigorous framework operators can defend
Citation rate, share of AI voice, and assisted conversions—define KPIs finance teams accept and instrument them before you scale content spend.
Read articleZero-click commerce and the economics of AI agent referrals
When answers replace blue links, citations become top-of-funnel. Structure inventory, policies, and handoffs for agents—not only humans.
Read articleFAQ schema for product pages: patterns that survive RAG chunking
FAQPage markup turns buyer questions into citable units—if answers match visible text and cover post-purchase anxiety, not fluff.
Read articleHow to read a Visora GEO report: from score to shipped fixes
Audit scores only matter when they map to fix tickets. This guide walks through Visora sections operators use weekly—not vanity metrics.
Read articleGEO vs SEO: a decision matrix for cross-border operators
You do not choose one—you allocate budget across shared infrastructure and different success metrics. Use this matrix to settle weekly tradeoffs.
Read articleAI Overview CTR playbook: when citations beat clicks
AIO changes click distribution, not demand. Merchants who earn citations plus compelling SERP snippets still capture high-intent traffic.
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