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How AI evaluates service businesses

Research, analysis, and guides on AI discoverability, verified data, and what it takes to be recommended.

Every AI Recommends a Different Plumber

Ask four AI platforms for the best HVAC company in Dallas. You get four different lists with zero overlap. The reason: none of them have verified operational data.

April 7, 2026·5 min read·AI Visibility

Why Your Business Doesn't Show Up on ChatGPT

AI systems can't recommend what they can't verify. Here's why your business is invisible to AI and what structured data changes.

April 4, 2026·5 min read·AI Visibility

How to Create an llms.txt File for Your Business Website

llms.txt tells AI crawlers where to find the important data on your site. Here's how to create one for a service business, with real examples.

April 3, 2026·5 min read·Technical

Where Business Reputation Actually Lives

Reviews and marketing are interpretations. The real proof of a business's quality lives inside its operational systems. AI is starting to favor evidence over interpretation.

April 2, 2026·5 min read·Operations