Plain-English insights on AI visibility, small business growth, and why the way customers find you is changing.
We analyzed how ChatGPT, Gemini, Perplexity, and Copilot retrieve and rank local business data. Here is the exact methodology behind our AI Visibility Score.
By Melinda Armbruster — January 1, 1970
AI systems do not search the web in real time. They build knowledge graphs. If your business is not in the graph, you do not exist to AI. Here is how these graphs work and what it takes to get included.
By Melinda Armbruster — January 1, 1970
In traditional search, position 1 gets ~30% of clicks. In AI recommendations, the first-mentioned business captures dramatically more. We analyzed the economics of AI recommendations.
By Melinda Armbruster — January 1, 1970
AI systems do not read your website the way humans do. They parse structured data — Schema.org markup, directory listings, knowledge panels. Here is the exact structured data stack that makes your business visible to every major AI platform.
By Melinda Armbruster — January 1, 1970
We analyzed AI responses across 50 business categories and 200 U.S. metro areas. The results reveal massive gaps in AI visibility — and a clear playbook for businesses ready to act.
By Melinda Armbruster — January 1, 1970
Enterprise companies have teams building Schema.org markup. You don't. Until now.
By Melinda Starbird — January 27, 2026
Same neighborhood, same category, but they get the AI recommendation. Here's the difference.
By Melinda Starbird — January 27, 2026
A beautiful website means nothing if AI assistants don't know it exists.
By Melinda Starbird — January 27, 2026
Big companies pay $10,000/month for AI visibility consultants. Here's what small businesses can do instead.
By Melinda Starbird — January 27, 2026
Big doesn't always win. Here's how small businesses can outrank corporate giants in AI recommendations.
By Melinda Starbird — January 27, 2026
The customer asked. The AI answered. Your competitor got the call. Here's how to stop that.
By Melinda Starbird — January 27, 2026
You claimed your Google listing. Great. But ChatGPT doesn't use Google's database.
By Melinda Starbird — January 27, 2026
Enterprise brands hire AI visibility agencies. Here's what they're actually doing - and how you can do it for a fraction of the cost.
By Melinda Starbird — January 27, 2026
This isn't abstract. Every missed AI recommendation is a customer calling your competitor.
By Melinda Starbird — January 27, 2026
Perplexity, Phind, You.com, Kagi - these AI search engines are growing fast. Are you on them?
By Melinda Starbird — January 27, 2026
Understanding the algorithm helps you win. Here's what AI looks for in a business.
By Melinda Starbird — January 27, 2026
In 2 years, AI will handle 60% of business searches. Where will you be?
By Melinda Starbird — January 27, 2026
I watched AI make my family's business invisible. I built this so the same thing doesn't happen to you.
By Melinda Starbird — January 27, 2026
Stop guessing. Find out exactly where AI can and can't find your business.
By Melinda Starbird — January 27, 2026
It's not because they're better. It's because their data is everywhere, structured, and consistent.
By Melinda Starbird — January 27, 2026
The way people find businesses has fundamentally changed. Most small businesses haven't caught up.
By Melinda Starbird — January 27, 2026
You optimized for Google. But are you optimized for the 20+ AI platforms that are replacing search?
By Melinda Starbird — January 27, 2026
ChatGPT, Claude, Gemini, Perplexity, Copilot, and more. Each one needs to know about your business.
By Melinda Starbird — January 27, 2026
A simple test you can run right now to see if you're visible to the AIs that matter.
By Melinda Starbird — January 27, 2026