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145 posts
How to design AI search visibility experiments
AI search visibility isn't settled by one check. Set a baseline, change one variable, re-measure; plus how long to measure and how many variables to change.
FeatGEO: Do keywords or structure earn AI citations?
FeatGEO turns a page into features to optimize AI citation visibility and quality together, how it differs from word-level GEO, and its effect on human pages.
The P-E-V prompt workflow for better LLM output quality
The P-E-V workflow is a prompt pattern that gives an LLM a validation checklist in three steps. How it differs from CoT and ReAct, and fixing vague input.
GPTBot vs OAI-SearchBot: Is AI Crawling a Search Signal?
AI bot crawling may signal a new search channel, but crawl counts aren't visibility. GPTBot vs. OAI-SearchBot, scale vs. Googlebot, and how to track it.
On-page SEO checklist 2026: 8 checks before you publish
On-page SEO covers what you control on the page: titles, meta, headings, links, images, schema. Pre-publish checks, what AI search changed, and keyword use.
Off-Site AEO: Why AI Won't Cite Your Flawless Site
AI search reads communities, reviews, video, and media alongside your own site. Why a flawless site still goes uncited, and how to map off-site sources.
Naver AI Briefing Didn't End SEO: Korean GEO vs Google GEO
SEO basics still matter in the Naver AI Briefing era. What Naver Mate is, Naver's content quality bar, and how to get cited as a source in AI Briefing.
Naver AI Tab's Next KPIs: Sourcing and the Path to Action
After Naver AI Tab, GEO must measure the path from AI answers to bookings, purchases, and inquiries, not just citation rate. Sourcing vs. actionability.
Why Searches Got Longer After AI Briefing
After AI Briefing, people search with longer questions. How long tail changes, how to plan content and question clusters, and what AI Mode data means for Korea.
Naver AI Briefing Citation Count: Ranking Factor or KPI?
Naver's AI Briefing citation count shows how often your content is cited as a source. Is it a ranking factor, what earns citations, and how to report it?