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What 14,400+ AI citations actually taught me

Two sites I own. 3 months. 14,400+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.

Hami Tahm — AI Visibility Consultant
Hami Tahm
AI Visibility Consultant · July 14, 2026 · 9 min read
Where this comes from. Every number below was read from Bing Webmaster Tools → AI Performance (Microsoft Copilot and partners), plus Google Search Console, on July 14, 2026. Window: April 19, 2026 July 8, 2026. Nothing is modelled or estimated. It measures Microsoft Copilot and its partners — not every AI engine. That is a real limit and I’m stating it up front rather than burying it.

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.caHamiTahm.com
What it isCanadian real-estate calculators. Purpose-built, brand new.A personal blog that later became a consultancy site.
Ageunder three months oldabout 18 months old
AI citations7,400+7,000+
Pages earning them25+effectively 1
Shape of the curvenear-zero → steep, sustained growthflat across the entire window — no growth at all

Roughly the same number of citations. One is spread across 25+ pages and climbing. The other is 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 280+ 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:

Closing Cost CalculatorTool833
Mortgage Affordability CalculatorTool542
Land Transfer Tax — OntarioTool523
How to Qualify for a MortgageGuide467
Land Transfer Tax — BCTool447
Mortgage Amortization CalculatorTool393

Five of the top six are calculators. Not essays, not opinion pieces, not thought leadership. Things that compute a number 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:

QueryCitationsShare of all citations
property transfer tax bc26329%
land transfer tax ontario16039%
best rent increase calculator12321%
calculate land transfer tax ontario10272%
mortgage affordability calculator (100K salary)8676%

On calculate land transfer tax ontario, HomeCalc is 72% of every citation the query produces. On the affordability query, 76%.

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:

The 10,000-Hour Rule (an old essay)93% of the entire domain6,500
Blog — AI visibility tools comparison302
How Many Diets Exist in the Worldoff-topic61
The Longevity Economyoff-topic26
Blog — Best AI visibility tools21
/ai-visibility/ — the page the business sellsthe money page12

93% 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 last quarter and 0 leads. Zero.

The whole site earned 44 clicks in three months, at an average position of 42.8.

I could have led this article with 14,400+ 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

  1. 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.
  2. Chase the query, not the count. One citation on a query your buyer types beats a thousand on a query they never will.
  3. Give it three weeks before you judge it.
  4. 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 19, 2026 July 8, 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.

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 7,400+ AI citations in 3 months.

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