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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.

AI Can Cite Your Business. That Doesn't Mean It Checked the Facts.

AI can cite a business website without verifying its claims. Here's what new research reveals about AI recommendations, source quality, and business evidence.

October 11, 2026·8 min read·AI Visibility

Before You Optimize What AI Says, Find Out What People Are Asking It

August 14, 2026·5 min read

The Shortlist Is the Decision

July 1, 2026·5 min read

We Asked AI to Recommend Service Businesses. Here's How Often It Got It Wrong.

June 30, 2026·4 min read

The Search That Never Reaches Google

April 29, 2026·5 min read

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

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.

August 18, 2026·AI Visibility

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.

July 21, 2026·AI Visibility

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.

July 14, 2026·AI Visibility

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.

June 23, 2026·AI Visibility

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.

June 23, 2026·AI Visibility

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.

June 11, 2026·AI Visibility

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.

May 6, 2026·AI Visibility

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

AI Visibility by Vertical

Home Services

Overview: AI Visibility for Home Services →

HVAC Companies

Plumbing Companies

Roofing Companies

Electrical Contractors

Pest Control Companies

Appliance Repair Companies

Healthcare

Overview: AI Visibility for Healthcare →