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For an accountant, AI repeats national firms. For a hotel, never

In Canada, Australia and New Zealand, 43 of the 51 accountants AI names twice in a city are firms it names in 3+ cities. For hotels: 0 of 118.

43 of 51

accountants named in 2 of 4 answers in a city that AI also names in 3+ cities of the country

The Waseit teamOctober 18, 20266 min read
In this article
  1. What was measured
  2. Three trades get national names; the rest get the city
  3. What it means if you are the business
  4. What this does not prove

Short answer: it depends on your trade. Asked for the best accountants in a Canadian, Australian or New Zealand city, ChatGPT and Gemini repeat 51 names across our cities; 43 of them are firms they also name in at least three cities of the same country. In Canada, MNP, Deloitte and KPMG come back in all 9 cities we asked about. Recruiters (100 of 124) and insurance brokers (48 of 64) look the same. For hotels the count is 0 of 118, for restaurants 0 of 76, for marketing agencies 0 of 44: every name the assistant repeats is local. A local accountant is not competing with the firm down the street for a place in the answer. It is competing with the national firm that the answer names in every city.

9 of 9

Canadian cities where MNP, Deloitte and KPMG are all named for accountants

0 of 118

hotels named twice in a city that come back in 3+ cities: every one is local

For some trades, the answer to "the best in my city" is the same in every city.

What was measured

Our studies of Canada, Australia and New Zealand, collected on October 16, 2026: buyer questions such as "What are the best accountants in Calgary?", put to ChatGPT (gpt-4o-mini) and Gemini through their APIs, without web search and without any location, 4 answers per trade and city (two questions, two engines), in 9 Canadian, 9 Australian and 5 New Zealand cities: 1,575 answers. Towns that share their name with another place were removed, as explained in our previous edition. For each trade and city we kept the businesses named in at least 2 of the 4 answers, the names the assistant repeats. A repeated name counts as national when the same trade brings it up, in any answer, in at least 3 cities of the same country. Each city keeps its ten most-cited names, so a firm's presence in a city can be undercounted, never overcounted. We left out 13 repeated names too generic to be the same business from one city to the next ("A1 Driving School", "The Cutting Room"), and trades with fewer than 15 repeated names. Singapore is not in this count: its "cities" are neighbourhoods of a single city. On October 15 we counted national networks in all recommendations, repeated or not, in other countries: half the recruiters AI names are national networks. This edition looks only at the names the assistant repeats.

Names repeated in a city (2 of 4 answers), and those also named in 3+ cities.
TradeNames repeatedAlso named in 3+ cities
Accountants5143
Recruitment agencies124100
Insurance brokers6448
Driving schools306
Plumbers173
Lawyers417
Auto repair, mechanics262
Real estate agents302
Locksmiths251
Hair salons150
Marketing agencies440
Bakeries420
Restaurants760
Hotels1180

Three trades get national names; the rest get the city

The split is sharp, and it follows how each trade is organised. Accounting, recruitment and insurance broking have firms with an office in every city, and the answers reflect that. In Canada, MNP, Deloitte and KPMG are named for accountants in all 9 cities and Grant Thornton in 8; Randstad comes back for recruiters in all 9. In Australia, Hays and Randstad come back for recruiters in all 9 cities, Gallagher for insurance brokers in 8. In New Zealand, Aon and Crombie Lockwood are named for brokers in all 5 cities. The few local names that hold are worth reading: Hood Sweeney for accountants in Hobart, Mackay Bailey in Auckland, Strathearn Insurance Brokers in Perth, Rothbury and Runacres in Wellington, Billyard Insurance Group and Jones DesLauriers in Toronto. Some of the remaining "local" names are offices of a national network listed under their city ("BDO Auckland", "BDO Wellington"), which is why the national share is a floor. Hotels, restaurants, bakeries and marketing agencies are the reverse: not one name the assistant repeats comes back in three cities. Lawyers sit in between, and differ by country: none of the 18 in Canada is national, 7 of the 17 in Australia are (Allens, Herbert Smith Freehills, King & Wood Mallesons).

Names the assistant gives in most cities of a country, by trade.
CountryTradeNameCities named in
CanadaAccountantsMNP9 of 9
CanadaAccountantsDeloitte9 of 9
CanadaAccountantsKPMG9 of 9
CanadaAccountantsGrant Thornton8 of 9
CanadaRecruitmentRandstad9 of 9
CanadaRecruitmentRobert Half7 of 9
AustraliaInsurance brokersGallagher8 of 9
AustraliaInsurance brokersInsurance Advisernet7 of 9
AustraliaRecruitmentHays9 of 9
AustraliaRecruitmentRandstad9 of 9
New ZealandInsurance brokersAon5 of 5
New ZealandInsurance brokersCrombie Lockwood5 of 5
New ZealandRecruitmentBeyond Recruitment5 of 5
New ZealandRecruitmentHays5 of 5

What it means if you are the business

If you are a local accountant, broker or recruiter, the firm you compete with for a place in the answer is probably the national network, not your neighbour. Its name is everywhere; yours has to be tied to something it cannot claim. Write your city and the clients you specialise in, in plain words, on the pages that describe what you do: "accountant for farms in the Waikato", "strata insurance broker in Perth". Seek local mentions that name you with the city: the local paper, the chamber of commerce, professional bodies. If you are a hotel, a restaurant or an agency, the answer is local, and so is your competition: the businesses named are your neighbours, and what they have written about themselves is what you are compared with. In both cases, check what the assistant answers for your trade and city before you decide. Nothing here guarantees being named.

What this does not prove

  • These are the models' answers through their APIs, without web search and without the user's location: the way our audit asks. The apps may answer differently.
  • One pass, on October 16, 2026: 4 answers per trade and city, 2 per engine. Each figure moves by one answer at a time.
  • Each city keeps its ten most-cited names, and offices of one network are counted separately, so the national share is a floor.
  • A name that comes back in three cities is counted as one firm. For the national networks named here it is; we removed the generic names where it may not be.
  • Some names given for "insurance broker" are insurers rather than brokers (Intact, Tower): we count what the assistant answered.

Frequently asked questions

Does ChatGPT recommend local accountants?
Rarely, in our measurement. In Canada, Australia and New Zealand, 43 of the 51 accountants ChatGPT and Gemini named in at least 2 of 4 answers for a city are firms they also name in at least 3 cities. In Canada, MNP, Deloitte and KPMG were named in all 9 cities we asked about.
Which trades get local names?
Hotels, restaurants, bakeries and marketing agencies: none of the names repeated in a city came back in three cities (0 of 118 hotels, 0 of 76 restaurants, 0 of 44 marketing agencies). Lawyers vary by country.
What should a local accountant or broker do?
Tie the firm to what a national network cannot claim: the city and the clients you specialise in, written in plain words on the pages that describe the service, and local mentions that name you with the city. Then check what the assistant answers. It does not guarantee being named.
Where do these figures come from?
From Waseit's studies of Canada, Australia and New Zealand, collected on October 16, 2026: 1,575 answers from ChatGPT (gpt-4o-mini) and Gemini through their APIs, in 23 cities, without web search or location.

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