Why does the Google listing matter so much in some Calgary verticals and not at all in others?

We do not know why Google weights Business Profile panels differently by vertical, and we will not speculate. What we can report is the measurement, taken on the same days with the same instrument: 42% of Calgary cosmetic surgery citations were listing panels, 27% of legal, 26% of dental, 2% of physiotherapy and none at all of accounting. That range decides whether the work in front of you is publishing or listing maintenance — which are different jobs, usually done by different people.

Why are Airdrie, Chestermere and Okotoks counted as Calgary sub-markets?

Because that is how the queries were targeted. Sub-market labels follow Google's own location targeting rather than municipal boundaries, so “Northwest Calgary” is Google's quadrant and the three satellite towns are tested as their own areas. They behave differently from the four quadrants — listing citations cluster there, and out-of-region providers do better — which is precisely why they are reported separately rather than folded into a single city-wide figure.

Edmonton keeps appearing. Is that a measurement error?

No. Every out-of-region domain was opened individually and its published street address recorded before it was counted as such. Edmonton clinics hold 28 of the physiotherapy citations, an Edmonton firm is cited in all seven sub-markets for accounting, and Edmonton firms take a quarter of the personal-injury answer. Google's map pack could not return any of them for a Calgary search; the AI Overview above it can and does.

Can I compare these figures with another city?

Yes, and that is the point of holding the method constant. The same five verticals were run across the Greater Toronto Area in July 2026 and across Ottawa and Metro Vancouver on the same days as these. The dental and physiotherapy studies print those comparisons directly.

How current are these?

All five were captured on August 2, 2026 and each states its own crawl window. AI Overviews are generated fresh per query and vary between runs, so treat any single figure as a snapshot rather than a ranking position. Structural findings — how concentrated a market is, which source types dominate, whether citations cross city boundaries — hold up far better than individual counts.

Market · Calgary Region

What Google's AI Recommends Across Calgary

Five citation studies run through one instrument in one region — dental, legal, physiotherapy, accounting and cosmetic surgery — across the same 7 sub-markets, on the same day.

Holding the method constant is what makes them comparable, and Calgary produced the widest spread we have measured: the Google Business Profile carries 42% of one vertical's citations and none at all of another's.

Compare the five The studies Method

5 studies7 sub-markets1352 citationsCaptured August 2, 2026

The studies

Every study names each cited business by domain, with the full method and its limitations. No download gate.

What five markets in one region show

The Google Business Profile carries 42% of Calgary cosmetic surgery citations and 0% of accounting ones — a wider spread than anything we found in the GTA. What you sell decides whether this is a publishing problem or a listing problem, and the two are not interchangeable.

Studies in this market: 5 Studies in this market
Queries run: 105 Queries run
Citations captured: 1352 Citations captured
Calgary-region businesses named: 202 Calgary-region businesses named

What does this page cover?

Five separate citation studies of Google AI Overviews, all run across the same 7 Calgary-region sub-markets on August 2, 2026, plus the comparison between them.

105 queries run with city-level location targeting
1352 citations captured and classified by hand
202 Calgary-region businesses named across the five leaderboards
Every out-of-region domain verified against its own published street address
Every study published in full — method, leaderboard and limitations
Google AI Overviews only, which is the surface that can be publicly re-checked

The Comparison

Five Markets, One Method

This is the only thing on this page the individual studies cannot tell you. Own-site share says how much of the answer is yours to win; the listing column says whether the work in front of you is publishing or Business Profile maintenance; and the last says how much has already gone to a business outside the region.

Market	To local websites	Businesses cited	Google listings	From outside the region	What it means
Dental	53%	79	26%	10%	Widest, flattest field we have measured. 63% of practices cited exactly once.
Physiotherapy	52%	38	2%	20%	A pure content market — and Edmonton holds a fifth of it.
Legal	47%	45	27%	14%	A realtor team out-cites every law firm on the real-estate question.
Accounting	37%	27	0%	19%	No listing to optimise at all. 29% of the answer is Reddit, Facebook and the chains.
Cosmetic surgery	19%	13	42%	27%	The only market anywhere where out-of-region clinics out-cite local ones.

The remaining share in each row goes to third parties — forums, government, insurers, realtors, financing companies and directories — and to businesses whose published location we could not verify. Each study reports its own accounting in full.

The Studies

5 Published Reports for This Market

Each is a full report — leaderboard naming every cited business, the three questions broken out, source breakdown, method and limitations. Nothing is held back for the download.

Study	Captured
Dental 21 patient-intent queries across seven Calgary-region sub-markets and three patient questions. 79 practices named, 63% of them cited exactly once — the most open dental market we have measured.	August 2, 2026	Read the study
Legal 21 client-intent fee queries across seven Calgary-region sub-markets and three practice areas. 45 firms named — and one realtor team, across three domains, is cited more often than any of them.	August 2, 2026	Read the study
Physiotherapy 21 patient-intent queries across seven Calgary-region sub-markets and three patient questions. 38 clinics named, only 2% of citations from Google listings, and one Edmonton clinic reaching all seven sub-markets.	August 2, 2026	Read the study
Accounting 21 client-intent fee queries across seven Calgary-region sub-markets and three services. 27 firms named, and not one citation in the entire study came from a Google Business Profile.	August 2, 2026	Read the study
Cosmetic surgery 21 patient-intent cost queries across seven Calgary-region sub-markets and three procedures. Only 13 local clinics cited — and more citations go to clinics outside the region than inside it.	August 2, 2026	Read the study

Method

The Same Instrument, Five Times

STEP 01

Ran the same instrument in each vertical: patient- or client-intent cost queries with city-level location targeting across the same 7 sub-markets — Calgary (Central), Northwest Calgary, Northeast Calgary, Southeast Calgary, Airdrie, Chestermere, Okotoks.
STEP 02

Asked three questions per vertical, held constant across every sub-market, so a weak area and a weak question can be told apart.
STEP 03

Captured the complete search result page for each query, including the AI Overview block, its generated text, and every source it cited.
STEP 04

Opened every cited provider domain individually and read its published address from the business's own contact page, rather than inferring location from a name.
STEP 05

De-duplicated citations per answer, so a business cited twice within a single AI Overview counts once.
STEP 06

Counted Google Business Profile panels separately, because they carry no publisher domain and the work required to influence them is entirely different.

The 7 Sub-Markets

Every Calgary study was run against the same list: Calgary (Central), Northwest Calgary, Northeast Calgary, Southeast Calgary, Airdrie, Chestermere, Okotoks. Sub-market labels follow Google's own location targeting, so the quadrants are Google's rather than the city's.

Holding that constant is what lets the five be compared. It also means the counts on this page are specific to this region — a metro with different geography gets tested against its own sub-markets, and any figure derived from the number of them changes accordingly.

The four Calgary quadrants and the three satellite towns behave differently enough that a single city-wide figure would hide the finding. Listing citations cluster in Chestermere, Okotoks and Northeast Calgary and vanish in Calgary Central and Airdrie; out-of-region providers do consistently better in the towns than in the city.

Questions About the Calgary Studies

See Where You Sit In Your Market

These studies show the market. They do not show your position in it — whether you are cited at all, on which of the three questions, and which competitors are named in the answers instead. That analysis is specific to your domain.

All markets · The AI Visibility Accelerator from Enginely.ai.