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Home / The index · Updated 12 August 2026
Sample data — not yet published run output

The Winnipeg AI Visibility Index

A fixed set of local buying questions — "who fixes ice dams in Winnipeg", "best emergency plumber St. Vital" — run once a month across ChatGPT, Google AI Overviews, Gemini, Claude and Perplexity. We publish which Winnipeg businesses get named. The query list and the run date are published with it, so anyone can check the work.

The businesses named on this page are illustrative and shown to demonstrate the format. They are replaced with observed run output before this page goes live.

Last run
4 August 2026
Next run
1 September 2026
Platforms
5
Categories
8

How is the index produced?

Each question is typed into all five platforms in a fresh session, on the same day, from a Winnipeg connection with no account history attached. Every business named in the answer is recorded, along with the sources the platform cited. Nothing is submitted, sponsored or requested on any business's behalf.

What the index is not

  • Not client results. These are public observations of AI output.
  • Not a guarantee. Nobody can guarantee a mention in an AI answer.
  • Not a census. It is a sample of questions, run on one day.
  • Not stable. The same question can return different names on consecutive days, which is why we re-run it monthly rather than once.
Full query list · run of 4 August 2026

Roofing

  • "who fixes ice dams in winnipeg"
  • "roof replacement cost winnipeg"
  • "emergency roof repair after hail winnipeg"

Emergency plumbing

  • "best emergency plumber st. vital"
  • "burst pipe sunday winnipeg who to call"
  • "24 hour plumber winnipeg south"

HVAC and furnace

  • "furnace not working -30 winnipeg"
  • "furnace replacement quote winnipeg"
  • "who services high efficiency furnaces winnipeg"

Dental clinics

  • "dentist taking new patients winnipeg"
  • "emergency dentist saturday winnipeg"
  • "kids dentist st. boniface"

Law

  • "family lawyer winnipeg first consultation"
  • "personal injury lawyer manitoba no win no fee"
  • "real estate lawyer winnipeg closing costs"

Auto repair

  • "honest mechanic winnipeg"
  • "safety inspection winnipeg same day"
  • "transmission repair winnipeg cost"

Landscaping

  • "landscaping companies winnipeg quotes"
  • "snow clearing contract winnipeg residential"
  • "tree removal winnipeg permit"

Accounting

  • "small business accountant winnipeg"
  • "corporate tax filing manitoba deadline"
  • "bookkeeper winnipeg monthly cost"

Each list above is a sample of the questions in that category; the full set runs to 82 questions. Run them yourself and your answers will differ in detail — session variance is part of what this index measures.

The index · August 2026

Which Winnipeg categories are concentrated?

Category
Queries run
Businesses named
Concentration
Roofing
24
7
3 firms · 61%
Business named
Named in
Trend
Sources the answer drew on
Northgate Roofing
11 of 24
Google Business Profile Review platform Own site
Redwater Roofing Co.
9 of 24
Google Business Profile Directory listing
Prairie Crown Roofing
7 of 24
Review platform Local press
Glenlea Roof & Sheet Metal
7 of 24
Google Business Profile Own site
Ironvale Exteriors
5 of 24
Directory listing
Bridgeport Roof Works
3 of 24
Review platform
Ashfield Exteriors
2 of 24
Google Business Profile

The three most-cited roofing firms all state winter and emergency availability directly on their Google Business Profile. The four occasional names do not.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
Emergency plumbing
18
5
2 firms · 74%
Business named
Named in
Trend
Sources the answer drew on
Meridian Plumbing & Drain
14 of 18
Google Business Profile Review platform Own site
Coldsnap Plumbing
9 of 18
Google Business Profile Local press
Rivercrest Mechanical
4 of 18
Directory listing
Halloway Plumbing Co.
3 of 18
Review platform
Northline Drain Services
1 of 18
Google Business Profile

Two firms take nearly three-quarters of the mentions. Both publish a 24-hour line and named service areas; the three occasional names publish neither.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
HVAC and furnace
19
6
2 firms · 69%
Business named
Named in
Trend
Sources the answer drew on
Fairhaven Heating & Cooling
12 of 19
Google Business Profile Review platform Own site
Braemore Heating
8 of 19
Google Business Profile Industry association
Copperfield Furnace Co.
3 of 19
Directory listing
Kestrel Air Systems
3 of 19
Review platform
Steeple Rock HVAC
2 of 19
Google Business Profile
Winterlight Mechanical
1 of 19
Own site

The two leading names carry an industry association listing or a complete profile with emergency hours. Below them the mentions thin out quickly.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
Dental clinics
21
11
4 firms · 48%
Business named
Named in
Trend
Sources the answer drew on
Aspenwood Dental
6 of 21
Google Business Profile Review platform
Silverbirch Dental Centre
6 of 21
Google Business Profile Own site
Lockwood Family Dentistry
5 of 21
Review platform Local press
Marchand Dental Group
4 of 21
Google Business Profile Directory listing
Elmcourt Dental
4 of 21
Google Business Profile
Rivergate Dental Care
4 of 21
Review platform
Thorne Street Dental
4 of 21
Directory listing
Kingsmere Dental
3 of 21
Google Business Profile
Fenwick Dental Studio
3 of 21
Own site
Oakmere Dental
3 of 21
Review platform
Camrose Dental Associates
2 of 21
Google Business Profile

No pattern appears here. Citations spread thinly across eleven clinics, which usually means no clinic has given the models a clear reason to prefer one.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
Law
Not yet run
Business named
Named in
Trend
Sources the answer drew on
[ awaiting first run ]
Pending

CATEGORY SCHEDULED FOR THE SEPTEMBER RUN. NO FIGURES PUBLISHED UNTIL IT HAS BEEN RUN.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
Auto repair
Not yet run
Business named
Named in
Trend
Sources the answer drew on
[ awaiting first run ]
Pending

CATEGORY SCHEDULED FOR THE SEPTEMBER RUN. NO FIGURES PUBLISHED UNTIL IT HAS BEEN RUN.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
Landscaping
Not yet run
Business named
Named in
Trend
Sources the answer drew on
[ awaiting first run ]
Pending

CATEGORY SCHEDULED FOR THE SEPTEMBER RUN. NO FIGURES PUBLISHED UNTIL IT HAS BEEN RUN.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names
Accounting
Not yet run
Business named
Named in
Trend
Sources the answer drew on
[ awaiting first run ]
Pending

CATEGORY SCHEDULED FOR THE SEPTEMBER RUN. NO FIGURES PUBLISHED UNTIL IT HAS BEEN RUN.

▬ Steady▲ Up on last run▼ Down on last run✦ First appearance Sample data — illustrative names

Four of the eight categories have been run so far. The remaining four run on 1 September 2026 and are published the same week.

The finding

A few firms absorb most of the citations — and they are usually not the ones ranking first.

In every category we have run so far, between two and four businesses account for roughly half to three-quarters of all mentions across the five platforms. The remainder are named once or twice and then not again.

Cross-checking those names against Google's own first page, the overlap is partial at best. That matches the wider evidence: only 38% of AI Overview citations now come from pages ranking in the top ten, down from 76% in mid-2025. Ranking and being cited have come apart.

What the concentrated firms have in common
  • A complete Google Business Profile with accurate hours and service areas
  • Profiles on two or more third-party review platforms
  • Pages that state prices, response times and service areas in plain text
  • Recent content — updated within the last two months
  • Mentions on sites they do not own: directories, associations, local press

None of that is exotic. It is the work on the services page, done consistently.

Editorial policy

Businesses appear in this index only because a public AI platform named them in response to a published question. We record what was said, without ranking language and without comment on businesses that were not named. Absence from the index means the platforms did not name that business on the day we ran the questions — nothing more.

If you are listed and would like the entry corrected or removed, call (204) 237-4226 or email info@winnipeglocalseo.com and it is done in the next run.

Not in your category? That's what the audit is for.

The index runs eight categories on a fixed question list. The audit runs 25 to 40 questions written around your business specifically, on the same five platforms, and tells you who is being named instead of you.

See what the audit costs