Why don't buyers know we exist, or tell us apart from everyone else?

“We've built an amazing solution our customers love, but prospects confuse it with generic competitors. Or worse, they don't even know it exists.”

The short answer

Buyers and AI engines can only repeat what they can find, and most B2B companies give them a category label and a feature list. That's what every competitor gives them too. Visibility starts when your site names the buyer's problem in their words, takes a point of view on it, and says the same thing on every page an engine can read.

64 articles on this problem, written by Greg Rosner from inside the work with $5M-$75M B2B companies.

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Hero image for Why doesn't AI cite my B2B company when buyers ask for recommendations?
AEO StrategyLLM InvisibilityAI Brand Twin

Why doesn't AI cite my B2B company when buyers ask for recommendations?

AI engines don't cite B2B companies that sound like every other B2B company. If you're missing from ChatGPT, Claude, Gemini, and Perplexity answers, the model didn't fail to find you. It found you and decided your content didn't earn the citation slot. Five tests, the Princeton GEO numbers behind the pattern, and the order in which to fix it.

May 18, 202611 min read
Hero image for What changes about B2B positioning when AI is doing the buyer research?
Magnetic Messaging FrameworkAEO StrategyAI Amplifies Noise

What changes about B2B positioning when AI is doing the buyer research?

The buyer changed and so did the first-pass evaluator. ChatGPT, Claude, Gemini, and Perplexity now summarize, rank, and filter B2B vendors before the buyer ever clicks a homepage. Three diagnostic prompts tell you in 20 minutes whether AI buyer research has already filtered you out.

May 15, 202610 min read
Editorial cinematic photograph of a contemplative founder in an empty industrial loft, single shaft of morning light, diagnostic clarity emerging from uncertainty
Magnetic Messaging FrameworkSolution-Centric MarketingThree Questions Test

How do I know if my B2B messaging is broken, not just underperforming?

Underperforming B2B messaging needs tuning. Broken B2B messaging needs rebuilding. The difference between them decides whether the next $50,000 you spend lifts pipeline or just amplifies the silence. Three tests, 30 minutes, no agency, tell you which one you're actually looking at.

May 14, 20269 min read
Hero image for Should we write about more topics so AI recommends us, or fewer?
LLM InvisibilityMagnetic Messaging Framework

Should we write about more topics so AI recommends us, or fewer?

Nine topics wide feels like coverage. A 1,094-category study of ChatGPT says it buys you citations and costs you recommendations, and the threshold where the penalty stops is lower than you'd think.

Sep 28, 20267 min read
Hero image for How do we run April Dunford's first positioning step ourselves?
Three Questions TestSolution-Centric Marketing

How do we run April Dunford's first positioning step ourselves?

Competitive alternatives are what your buyer would do if you vanished tomorrow, and the list is usually a spreadsheet, an analyst, or nothing at all. Here's how to build it yourself in a week, with your own deal data.

Sep 25, 20267 min read

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