Visibility
AI Visibility From Knowledge Panel to Model Memory: Owning Your Brand Facts
Knowledge panels and AI model memory both depend on consistent, corroborated brand facts. Here is how smaller brands own the narrative without fake Wikipedia.
AI Visibility AEO vs SEO: Same Crawl, Different Scoreboard
No — AEO is not SEO renamed. Shared crawl work still matters; the scoreboard shifts from rank and CTR to citations, share of voice, and answer accuracy.
AI Visibility Content Clusters Built for AI Visibility, Not Just Rankings
AEO content clusters map buyer questions to a pillar and spokes with answer-first structure — so models can cite you, not just rank a keyword.
AI Visibility Measuring AI Search Visibility When Rank Tracking Is Not Enough
AEO KPIs need a prompt panel, citation logging, and share-of-voice against competitors — rank tracking alone misses ChatGPT and Perplexity.
AI Visibility Block Training Bots if You Want — Don’t Accidentally Block Being Cited
Block GPTBot for training if you want — keep OAI-SearchBot allowed for ChatGPT search citations. Google-Extended does not control Google Search indexing.
AI Visibility Local Business AEO: Getting Cited When Someone Asks AI for a Pro Near Them
Local AEO gets service businesses cited in AI answers for 'near me' and city prompts — beyond Maps rankings alone.
AI Visibility Original Numbers Get Cited Because Models Hate Sharing Ambiguous Credit
Original research helps AI citations when numbers are dated, attributed, and extractable — GEO showed statistics and quotes lift answer visibility up to ~40%.
AI Visibility Digital PR That Earns AI Citations, Not Just Backlinks
Digital PR for AEO targets the domains AI already cites — with accurate brand facts — so earned media feeds answers, not only Domain Rating.
AI Visibility Reddit Moves AI Answers — If You Show Up as a Human, Not a Press Release
Reddit can feed AI citations when real threads corroborate your category — not when you spam. Engine weight varies; Perplexity leans harder than Gemini.
AI Visibility When AI Gets Your Brand Wrong: Fixing Hallucinated Facts at the Source
When ChatGPT invents your founding year or product line, fix canonical pages, chase corroborating wrong sources, and re-test — hallucinations have URLs behind them.
AI Visibility The AEO Audit Checklist I Run Before Touching a Client Domain
A practical AEO audit checklist: entities, llms.txt, schema, citeable content, citation gaps, and measurement — what Spurlock Studios runs before recommending work.
AI Visibility Write the Answer in the First Breath — Then Earn the Depth
Structure pages for AI citations with an answer-first opening, quotable H2s, and tables — then earn depth. Here is the editorial system writers can run.