How a brand-new Canadian site earned 32,800+ AI appearances in 3 months
Proof that AI search visibility can be built, not bought. The same method we run for your business.
Case study by Hami Tahm, May 2026. Updated June 17, 2026 with latest citation data.
HomeCalc.ca launched into one of Canada’s most competitive niches: real estate and mortgage. With no ad budget and nothing to buy its way in, it earned 32,800+ AI appearances in its first 3 months, in a market dominated by banks/finance. Here is exactly what we did, and what it means for your business.
The Client: HomeCalc.ca
HomeCalc.ca is a Canadian personal finance calculator platform: mortgage qualifiers, closing-cost estimators, rent-increase tools, and land-transfer-tax calculators for buyers and renters in Ontario and across the rest of Canada. The site launched in early 2026 and was under three months old when the audit took place.
Personal finance is a YMYL category (Your Money or Your Life), Google’s designation for content that could materially affect a reader’s financial wellbeing. YMYL sites are held to a higher standard than almost any other category, and AI engines apply similar caution before citing them. Building authority in YMYL is slow under the best conditions. On a domain under three months old, it shouldn’t have been possible at all.
The Challenge: Invisible in AI Search
YMYL category: why this was harder than average
AI engines weight content authority heavily when answering financial questions. For YMYL queries (“how much mortgage can I afford,” “what closing costs should I expect,” “how much can my landlord raise my rent”), the bar to be cited is steep. Engines prefer established institutional sources: banks, government departments, decade-old advisor brands. A new financial calculator site is, by default, invisible.
Domain age: under 3 months
HomeCalc.ca had no traditional domain authority to lean on. No backlink portfolio. No years of indexed content. No brand recognition signals. By every conventional measure, a site like this is expected to wait twelve to eighteen months before AI platforms start recognizing it, if ever.
Pre-audit baseline: near-zero AI citations in Bing Webmaster Tools’ AI Performance report (the same Microsoft Copilot source the after-figures come from).
The Results
HomeCalc.ca accumulated 17,800+ AI citations across 50+ pages in 3 months, on a financial site less than three months old at the time of the audit. The closing-cost-calculator page alone received 1.8Kcitations, and on the “mortgage affordability calculator” query, HomeCalc commands a 72% citation share, meaning roughly three out of every four AI answers on that query cite HomeCalc.
Two companies’ consoles, two different metrics, added under the one word that is honestly true of both: a link to this site appeared inside an AI-generated answer. They are separate engines, so nothing is counted twice. Deliberately not called 32,800 citations: 15,000 of it is impressions, and Google reports no citation count at all. Neither console shows the total; each shows its own half, and both screenshots are below.
The two platforms reward completely different pages
Having both consoles open at once surfaced something neither shows on its own. Same site, same window: almost entirely different winners.
| Copilot: most cited | Google AI: most impressions | |
|---|---|---|
| 1 | How to Qualify for a Mortgage (guide) | Income Tax Calculator |
| 2 | Mortgage Affordability Calculator | Mortgage Prepayment Calculator |
| 3 | Closing Cost Calculator | Mortgage Affordability Calculator |
| 4 | Mortgage Amortization Calculator | Mortgage Payment Calculator |
| 5 | Ontario Land Transfer Tax Calculator | Mortgage Qualifier Calculator |
Three things stand out, and all three are checkable in the two screenshots above:
- Google’s single biggest page does not appear in Copilot’s top 25 at all. The income tax calculator draws 3,659 impressions (nearly three times Google’s second-place page), and Copilot barely registers it.
- Copilot cites guides. Google’s AI surfaces do not. Seven of Copilot’s top 25 are written guides, including the single most-cited page on the site. Google’s top ten are ten calculators, not one article.
- Rank does not transfer. Google’s number-two page sits at twenty-first on Copilot. Only four pages are strong on both.
To be precise about method: the two columns are not the same measurement, so the numbers are never compared against each other. What is compared is which pages appear, and where: a fair question to ask of either console.
The practical consequence: optimising for “AI visibility” as one thing is a mistake. A page can own an answer on one platform and be invisible on the other, on the same day, from the same site.
Top performing pages
Top grounding queries & market share
“Citation share” is the percentage of all AI citations for a given query that came from HomeCalc.ca. A 72% share means that when AI engines answered this query, they cited HomeCalc in roughly three of every four answers.
| Query | AI Citations |
|---|---|
| land transfer tax ontario | 443 · 39% AI citation share |
| Canada mortgage qualification requirements | 263 · 39% AI citation share |
| property transfer tax bc | 263 · 29% AI citation share |
| closing costs | 224 · 18% AI citation share |
| amortization period | 206 · 21% AI citation share |
Volume matters. Dominance matters more. HomeCalc is no longer just cited by AI engines for Canadian financial calculations; for several of the most important queries in the category, it is the default source.
What Was Done
Hami Tahm conducted an AI visibility audit on HomeCalc.ca. He identified a specific technical change that would improve AI platform recognition of the site’s pages. The change was implemented, and citations began climbing within 48 hours.
“I identified a specific technical change that produced this lift. The methodology is part of what you receive in the audit.”
Tested AI queries across 6 platforms
Surfaced the single highest-leverage gap
Change deployed; citations climbed within 48 hours
What This Means for Your Business
If this worked on a YMYL financial site under three months old when the audit began(the hardest category on the web, on one of the youngest domains in market), it works on businesses with real authority, established history, and clearer queries.
An established dental clinic, mortgage broker, or B2B services firm doesn’t carry the trust deficit HomeCalc started with. The same audit applied to your business should move faster, with less friction, against weaker competition for AI citations in your category.
Content quality determines where you are placed when you appear. Distribution determines whether you appear at all.
Neither one substitutes for the other, and most sites are only working on one of them. That is the finding underneath every figure on this page, and it cuts both ways. This site, hamitahm.com, has the opposite problem to HomeCalc: it earns thousands of AI citations while the page it actually sells earns twelve. Being cited is not the same as being cited where it matters, and an audit that only counts citations would have missed it entirely.
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