AI Visibility
Where Attention Lives Now
The 5 surfaces PR teams stopped tracking — Google Discover, Google AI Overviews, ChatGPT, Perplexity, Reddit — and the retrieval logic that ties them together.
Tag
AI visibility — Tagged Articles
Crisis Communications
When the AI Engine Gets It Wrong: A Brand Response Framework
AI engines make mistakes about brands — hallucinations, stale data, context collapse, entity confusion. Traditional press response does not fix engine answers. The engine-level correction stack is a different operating discipline with its own timelines.
Crisis Communications
Wikipedia in the First 24 Hours of a Crisis
Wikipedia is no longer just a public reference page — it is upstream reputation infrastructure for AI engines. In the first 24 hours of a crisis, what Wikipedia says about a brand often becomes what AI engines repeat for the next six months.
Crisis Communications
How AI Engines Repeat a Crisis Narrative for Months
News cycles end. Retrieval doesn't. A crisis narrative captured by the major AI engines in week one persists for twelve to eighteen months — long after the brand thinks the story has died. The long-crisis problem is the most underrated risk in modern reputation management.
Nonprofit
Charity Navigator vs GiveWell: The AI Citation War
The donor doesn't read twenty annual reports. She asks the engine where to give. Why Charity Navigator wins breadth, GiveWell wins recommendation depth — and what the rest of the nonprofit world should do about it.
Influencer Marketing
The Creators the Bots Cite — and the Ones They Don't
There are two creator economies — the one audiences follow, and the one AI engines cite. Why brand creator strategy built on reach loses to citation share — and the four properties that make a creator actually citable.
Entertainment & Media
Streamers Beat Studios in the Answer Layer
Disney owns the IP. Netflix owns the queue. ChatGPT names the streamer first. Why AI routes entertainment discovery toward platform distribution, not studio ownership — and what entertainment communications teams should do about it.
AI Communications
AI Earned Media Tactics: The Specific Moves That Earn Engine Citations
Earned media isn't being replaced by AI visibility — it's being absorbed into it. Here are the six tactical moves that turn coverage into citation share, what stops working, and what still works more than before.
AI Communications
Retrieval Chunking Architecture: How AI Engines Cut Your Content Into Pieces
An AI engine doesn't retrieve your article — it retrieves a chunk. Here is how retrieval chunking works, the four formats engines pull cleanly, and the five writing rules that turn content into citation share.
Beauty
Beauty's New Judge: ChatGPT
Vogue named the trend. Sephora moved the unit. Reddit decided if it was worth the money. In 2026, ChatGPT runs beauty discovery — and the retrieval graph beauty marketers should be staring at every morning.