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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.

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Before You Optimize What AI Says, Find Out What People Are Asking It
We mapped every question consumers ask AI about service businesses and classified each one by answerability. The first step isn't optimization — it's knowing what's being asked.
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The Shortlist Is the Decision
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We Asked AI to Recommend Service Businesses. Here's How Often It Got It Wrong.
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The Search That Never Reaches Google
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AI Doesn't Reward the Best Business. It Rewards the Most Legible One.
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Every AI Recommends a Different Plumber
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How Marketing Agencies Get Found — and Recommended — by AI
Agencies are the most-researched category in AI-mediated buying. Here's what AI is being asked, what it needs to recommend yours, and where that data already lives in your systems.
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There Will Never Be a Wikipedia Page for Your Business
Wikipedia is trusted because its claims are sourced, tracked, and inspectable. Service businesses have no equivalent. There are 30 million of them and zero encyclopedia pages. TrustRecord fills that gap — not by writing about businesses, but by computing verified facts from their own systems.
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What Is a TrustRecord?
A TrustRecord is a verified, machine-readable record of a business's operating history. It exists so AI systems can evaluate, compare, and cite a business with confidence.
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AI Visibility for Service Businesses: What Actually Determines Who Gets Recommended
34% of searches now start in AI. Half of Google queries trigger AI Overviews. Most service businesses are invisible to all of it. Here's what determines who gets recommended and what you can do about it.
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How AI Recommends Service Businesses (And What It Can't See)
Ask four AI platforms for the same recommendation. You get four different answers with zero overlap. The problem isn't the AI. It's the data layer underneath it.
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Why AI Recommendations Will Replace the Google 3-Pack
The Google 3-Pack ranks businesses by proximity and reviews. AI recommendations rank by verified performance data. Different inputs produce different winners. The shift is already underway.
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The 34% Problem: What Happens to Your Website When AI Answers First
Google's AI Overviews now appear on half of all searches and have cut organic click-through rates by up to 61%. Your traffic isn't declining because competition got tougher. It's declining because Google is answering the question before anyone clicks.
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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.
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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.
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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.
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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.
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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.
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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.
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AI Data Guides — See what data AI evaluates for each business type
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How AI Evaluates Service Businesses

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