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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.

The Search That Never Reaches Google

A growing share of hiring decisions now happen inside AI chat windows. The consumer never opens Google, never sees your website, and your analytics show nothing.

April 29, 2026·5 min read·AI Visibility

AI Doesn't Reward the Best Business. It Rewards the Most Legible One.

April 16, 2026·4 min read

Every AI Recommends a Different Plumber

April 7, 2026·5 min read

All Posts

What Happens When a Customer Asks AI to Compare You to Your Competitor

30% of consumers now use AI to compare businesses side by side before making a decision. Here's what that comparison actually looks like, and what determines who wins.

April 23, 2026·AI Visibility

Can You Pay for AI Brand Mentions?

There's no AdWords for ChatGPT. AI recommendations are earned, not bought. Here's how the economics of AI visibility actually work for service businesses.

April 13, 2026·AI Visibility

The Repeat Customer Rate Nobody Tracks

Repeat customer rate is the strongest signal of service quality. Every business has it locked in their accounting system. Almost none of them know what theirs is. No AI system can access it.

April 8, 2026·Operations

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·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·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·Operations