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.

59 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 does AI recommend our competitors and not us?
AEO StrategyLLM Invisibility

Why does AI recommend our competitors and not us?

When ChatGPT or Perplexity names your competitor and skips you, it's repeating whichever company the web describes most clearly and consistently, with a reason attached. Here's the real mechanism, seven tests that show which gap you have, and how to get recommended instead.

Jul 1, 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 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
Hero image for How do you measure whether AI engines are recommending your B2B company?
AEO StrategyLLM Invisibility

How do you measure whether AI engines are recommending your B2B company?

Most founders "measure" their AI visibility by typing their name in once, and most dashboards inflate the number with brand-seeded prompts. Here's the five-metric set, the tools, the monthly cadence, and the seven questions that tell you whether ChatGPT and Perplexity are really recommending you.

Jul 15, 202611 min read

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