// ORIGINAL_RESEARCH · AUGUST_2026

The AI Citation Study, August 2026

For one full month we recorded every source that ChatGPT, Google AI Overview and Perplexity used to answer real business questions. Not a sample of the web. Every answer, every day, for 31 days.

questions tracked

6,601

AI answers recorded

61,536

sources quoted

9,702

pages crawled and stored

consecutive days

Why these 89 questions

Most research into AI search starts by inventing questions, then reports what AI says about them. The questions get chosen because they are easy to gather, not because anyone needed the answer.

We started from the opposite end. Every question here was agreed with a chief executive or business owner as one their company genuinely needs to monitor, because the answer decides whether a buyer shortlists them or never hears of them. They come from business software categories and run the length of the buying journey.

That makes this a smaller set than a scrape of thousands of keywords, and a far more serious one.

How the data was collected

Each question was put to all three engines every day for the whole of August 2026. We stored the complete answer along with every source the engine quoted, producing 6,601 answers and 61,536 citations.

We then visited all 9,702 unique pages that had been quoted and kept a copy of each one exactly as the server delivered it, so we could examine what was on the page rather than guess from the link.

Because every question repeated daily for a month, we can see something a single snapshot cannot: which sources an engine returns to again and again, and which appear once and vanish.

The ten findings

Grouped by the part of the business they affect. Each is written for a decision maker, not a specialist.

// CONTENT

Content 8 min read

What Actually Earns an AI Citation

Neither keywords nor length. The pages AI ignores are longer and carry more markup than the pages it quotes.

Content 7 min read

Which Page Type Wins Which Question

Ask about price and AI quotes a pricing page 10.6 times more often than usual. Product pages are one in eighteen citations.

Content 7 min read

The Format That Wins Comparison Questions

Pages cited for comparison questions are 3.2 times more likely to carry a real data table. Bullet lists separate nobody.

Content 7 min read

How Wide Should One Page Be

16% of pages earn half of all citations, by answering a cluster of related questions inside one topic.

Content 5 min read

Not Every AI Engine Shows Its Sources

One in four ChatGPT answers names no source at all. Perplexity names one every time, averaging nineteen.

// BRAND

Brand 7 min read

Being Quoted Is Not the Same as Being Known

The most quoted brand in the study earns just 5.6% of its recognition independently.

// TECHNICAL

Technical 7 min read

Broken Pages Cost Citations. Redirects Do Not.

A redirect keeps 94% of a page's staying power. A broken page keeps 59% and is 7x less likely to hold a long lived citation.

Technical 5 min read

When AI Links to Your Company Instead of Your Answer

Google AI Overview points at a bare website three times more often than ChatGPT or Perplexity.

Technical 5 min read

Does AI Quote the Original, or a Republished Copy?

The original, 99.8% of the time. A long standing worry that does not show up in the data.

Technical 7 min read

What Structured Data Actually Does for AI Visibility

Having markup changed nothing measurable. One specific type was the exception.

How to read these findings

These findings describe what AI genuinely quotes, at scale, every day, for a month. That is not the same as proving what causes any single citation. What it gives you is a clear picture of what quoted pages have in common and what ignored pages do not, which is the practical foundation for understanding why a page gets chosen and what to change about your own.

Every brand in these articles is anonymised. Numbers, methods and sample sizes are published in full so the work can be checked.

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