Articles on AI visibility and how businesses can change what AI says about them.
AI does not just misrepresent your brand. It gets that misrepresentation from somewhere specific.
A citation an AI model relies on today can be a dead link in three months. Most brands never check whether their sources are still standing.
Canadian buyers now ask agencies about French coverage. Almost nobody asks whether the AI answer is accurate in either language.
Homepage, About, Donate, Volunteer, Events. Every nonprofit website guide lists the same pages. None of them mention the AI model reading them.
Your homepage is one vote. Hundreds of old directories, docs, and reviews are still voting for who you used to be.
Gartner published its first Market Guide for Answer Engine Visibility Tools. The category you've been ignoring now has analyst coverage.
A dozen tools now track how AI mentions your brand. Almost none of them fix what they find.
Third-party sources now drive most AI citations. Most PR and content teams still work from separate lists and separate goals.
A study of 12 billion AI citations shows brand, earned, and social media split differently by industry and model. Most businesses never check their own mix.
Good press and a good product aren't enough for AI to recommend you. You need a consistent, provable position on one topic.
SEO audit prices in Canada vary because scope varies. Bilingual businesses face a gap most generic checklists never catch.
AI models learn about your brand mostly from places you don't control. Here's why that changes your priorities.
Share of voice used to mean rank position. Now it means who the model names next to whom.
New research maps how ChatGPT picks products to show shoppers. Reviews and tags matter more than you'd think.
Canadian SEO teams are building AI-search checks into their audits. Most local businesses still haven't run one.
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