CitationLoop [1]
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Research

Numbers we can source, not numbers that sound good.

Every stat on our homepage links to something here — either published third-party research or a study we ran ourselves with the same tooling behind every real audit. If a claim isn't backed by one of these, tell us and we'll fix it.

Guide

Why isn't my business showing up on ChatGPT?

The 7 most common reasons, in order of likelihood, and the direct fix for each one.

Guide

How to get ChatGPT to recommend your business

Four things that have to be true at once — crawlability, plain-language answers, third-party confirmation, and freshness — in order of leverage.

Guide

How to check if your business appears in AI search

A free, 5-minute do-it-yourself method — and the one thing a single manual check can't tell you.

Market research

How big is the AEO problem, and why is it growing so fast?

What the current 2026 research says about the shift from search to AI-assisted answers, and the visibility gap between big and small brands.

Original research

We checked 12 real local-business websites for AI-crawler access

A small, disclosed sample across plumbing, dental, roofing and legal sites — checked with the same crawlability and content tooling that runs on every real CitationLoop audit. Full methodology included.