What 21,700+ AI citations actually taught me
Two sites I own. 3 months. 21,700+citations from AI answer engines. Almost everyone writing about AI visibility right now is working from theory. This is the data — including the part that makes me look bad.
Across two sites over three months, Microsoft Copilot generated 21,700+AI citations. The lesson wasn’t the size of the number — it was that citations concentrate on tools and purpose-built pages, follow a winner-take-most pattern per query, and do not, by themselves, produce traffic or customers. A citation count is a vanity metric unless it lands on pages a buyer actually reaches.
The setup
I run two sites. Same owner, same three months, same measurement. They produced almost identical citation totals and completely opposite results. That accident is the whole study.
| HomeCalc.ca | HamiTahm.com | |
|---|---|---|
| What it is | Canadian real-estate calculators. Purpose-built, brand new. | A personal blog that later became a consultancy site. |
| Age | under three months old | about 18 months old |
| AI citations | 14,600+ | 7,100+ |
| Pages earning them | 25+ | 6+ |
| Shape of the curve | near-zero → steep, sustained growth | flat across the entire window — no growth, ~91% concentrated on a single page |
Roughly the same number of citations. One is spread across 25+ pages and climbing. The other is dominated by one page and flat. Total citation count, on its own, tells you almost nothing.
Finding 1 — A new site is invisible for about three weeks, then it isn’t
HomeCalc was a brand-new domain, under three months old, in a market owned by banks and national brokerages. For roughly the first three weeks of the window it earned effectively nothing. Then it moved — fast — to a peak of 420+ citations a day.
If you launch and see nothing for a month, that is not necessarily failure. It may just be the lag. Most people quit inside that window.
Finding 2 — Tools get cited. Opinions don’t.
The most-cited pages on HomeCalc, in order:
Four of the top six are calculators; the other two are practical how-to guides. Not essays, not opinion pieces, not thought leadership. Every one of them either computes a number or walks through concrete steps a person actually needed.
An answer engine is trying to answer a question. A tool that produces the answer is more useful to it than a page that has feelings about the question.
Finding 3 — AI picks a source and stays loyal
“Citation share” is the percentage of all citations for a query that went to this one site:
| Query | Citations | Share of all citations |
|---|---|---|
| property transfer tax bc | 263 | 29% |
| land transfer tax ontario | 160 | 39% |
| best rent increase calculator | 123 | 21% |
| calculate land transfer tax ontario | 102 | 72% |
| mortgage affordability calculator (100K salary) | 86 | 63% |
On calculate land transfer tax ontario, HomeCalc is 72% of every citation the query produces. On the affordability query, 63%.
This does not behave like the ten blue links, where positions two through ten still get something. It behaves closer to winner-take-most. Being a source is worth very little. Being the source is worth nearly everything.
Finding 4 — A purpose-built site earns citations. A blog buys a lottery ticket.
Now the same measurement on my personal site, and this is where it stops being flattering:
Roughly 91% of this entire domain’s AI citations land on one old essay about the 10,000-hour rule. It was written years ago, it is about skill mastery, and it has nothing to do with what I sell.
The page I actually sell — my AI visibility services page — earned 12 citations in three months.
HomeCalc was built on purpose, for a topic, with tools that answer questions. It got broad, repeatable, growing citations. My blog got one accidental jackpot and a flat line. Same person. Same three months.
Finding 5 — The one nobody in this industry wants to publish
AI citations are not traffic. AI citations are not customers.
My most-cited page in the world — 6,500 AI citations — produced 24 clicks from Google over the same three months. Twenty-four clicks, from an essay about skill mastery that has nothing to do with what I sell.
The whole site earned 44 clicks in three months, at an average position of 42.8.
I could have led this article with “21,700+ AI citations!” and you would have been impressed. It would also have been close to meaningless.
A citation count is a vanity metricunless the citations land on pages that sell something, for queries a buyer actually types. Mine mostly didn’t. That is not a reason to ignore AI visibility — HomeCalc proves the opposite. It is a reason to be extremely suspicious of anyone, including me, who shows you a big citation number and stops there.
Ask the follow-up question: cited on which pages, for which queries, and did anyone buy anything?
What earned nothing
Also true, and rarely published:
- Opinion and mindset posts: essentially zero citations.
- Off-topic content:a post about diets earned 61 citations on a site that sells AI visibility consulting. Useless citations are worse than none — they teach the model the wrong thing about who you are.
- My own commercial pages: 12 citations. The thing I most wanted cited was cited least.
What I would tell you to do with this
- Build the tool, not the take.If your page computes, compares, or resolves something concrete, it is a candidate for citation. If it merely has a view, it probably isn’t.
- Chase the query, not the count. One citation on a query your buyer types beats a thousand on a query they never will.
- Give it three weeks before you judge it.
- Measure what happens after the citation. If it produces no clicks and no customers, you have a trophy, not a channel.
Method, and what this doesn’t prove
- Citation data: Bing Webmaster Tools → AI Performance (Microsoft Copilot and partners), April 25, 2026 – July 25, 2026. Click and position data: Google Search Console, same window.
- This measures Copilot and its partners— not ChatGPT, Perplexity, Gemini or Grok, none of which publish citation data to publishers. Behaviour may differ on those engines. Anyone claiming otherwise with confidence is guessing.
- n = 2 sites, one owner, one market.This is a strong signal, not a law. Both sites are mine, which means I had total control and no stakeholders — advantages your business will not have.
- I am publishing the outcomes, not the build method. The method is what I am paid for, and I would rather tell you that plainly than pretend otherwise.
Use this data. Please. If you are writing about AI search and need real numbers instead of speculation, take them — charts, tables, figures. All I ask is a link back to this page so people can check the source.
↓ Download the HomeCalc sample (CSV) — the top cited pages and queries for HomeCalc only, CC BY 4.0. For the full two-site comparison (both domains, methodology, limitations), see the published dataset. Want the full per-page export beyond that? Email me.
Questions about the method, or want the underlying screenshots? hami@hamitahm.com. I’ll send them.
The related work
The full HomeCalc write-up is here: how a brand-new Canadian site earned 14,600+ AI citations in 3 months.
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