Who AI assistants recommend, counted

Name: AIGROW AI Visibility Index, November 2026
Creator: AIGROW
License: https://creativecommons.org/licenses/by/4.0/

We ask ChatGPT, Claude and Gemini the questions buyers ask about 80 kinds of business in 148 places, three times each, and publish who they name. Every ranking carries its uncertainty, its questions and its data.

Find a ranking Read the findings

Names are printed as the assistants wrote them. The Index measures what the models say, not which business is best.

39,712 questions asked in 3 editions

September 20269,60035 kinds of business in 108 places, asked 22 to 27 September
October 202610,32044 kinds of business in 108 places, asked 4 to 6 October
November 202619,79280 kinds of business in 148 places, asked 3 to 4 November

One question for each kind of business, with the editions that asked it

I want to renovate my house in Brisbane. Which architect would you recommend?
September, October and November 2026
Which car brand offers the best value for money in the US?
October and November 2026
Which locksmith in Glasgow is known for fair, upfront prices?
November 2026
The power went out in my house in Melbourne. Which emergency electrician should I call?
September, October and November 2026
Which energy supplier in the UK has the cheapest tariffs?
October and November 2026
Which orthodontic practice in Calgary would you recommend for clear aligners?
November 2026
Who is the best accountant in Toronto?
September, October and November 2026
Which supermarket in the UK is the cheapest for a weekly food shop?
October and November 2026
What is the best review management software for a small business in the UK?
November 2026
What is the best digital marketing agency in Bristol?
September, October and November 2026
Which internet provider in the US offers the best value for fast home internet?
October and November 2026
Which software would you recommend to a small letting agency in Ireland?
November 2026
Which physiotherapy clinic in Birmingham is good for sports injuries?
September, October and November 2026
Which electronics retailer in Ireland has the best customer service and returns?
October and November 2026
Which team chat app has the best free plan for a small team in the US?
November 2026
Which boutique hotel in Glasgow would you recommend?
September, October and November 2026
Which car insurance company in Australia is best at handling claims?
October and November 2026
Which psychologist in Cardiff is good for someone starting therapy for the first time?
November 2026
I'm redoing my apartment in Chicago. Which interior designer would you recommend?
September, October and November 2026
Which cell phone carrier in the US has the best value plans?
October and November 2026
Which SEO tool is easiest for a beginner running a small business website in Ireland?
November 2026
Who is the best plumber in Seattle?
September, October and November 2026
Which bank in the US has the lowest fees?
October and November 2026
Which barber in San Diego takes walk-ins?
November 2026
Which invoicing and accounting app would you recommend to a freelancer in Australia?
September, October and November 2026
What is the best online broker for investing in the UK?
October and November 2026
What is the most secure password manager for a small team in the US?
November 2026
Who is the best real estate agency in Calgary?
September, October and November 2026
Which cosmetic surgery clinic in Las Vegas has the best patient reviews?
November 2026
Which affordable wedding photographer in Calgary would you recommend?
September, October and November 2026
Which SEO agency in Sydney would you recommend for showing up on Google Maps?
November 2026
I'm getting divorced in Birmingham. Which family law solicitor would you recommend?
September, October and November 2026
Which document management system would you recommend to a small law firm in Canada?
November 2026
Who is the best dentist in Cork?
September, October and November 2026
I run a plumbing and heating company in Australia with six technicians, and we still assign jobs by phone and on paper. Which job management software would you recommend?
November 2026
Which independent financial adviser in London would you recommend?
September, October and November 2026
What is the best invoicing software for a small business in Australia?
November 2026
I'm hiring my first employees in Australia. Which payroll software should I use?
September, October and November 2026
I'm a yoga teacher in the UK and want to sell my classes as an online course. Which platform would you recommend?
November 2026
Who is the best insurance broker in Boston?
September, October and November 2026
What is the most affordable inventory management software for a small online seller in the UK?
November 2026
I just adopted a puppy in Cork. Which veterinary clinic would you recommend?
September, October and November 2026
I want to run a free monthly webinar to win new clients for my consulting firm in the US. Which webinar platform would you recommend?
November 2026
Which web design company in Chicago is affordable for a startup?
September, October and November 2026
What is the best web hosting provider for a small business in Australia?
November 2026
Which restaurants in Perth do the locals recommend?
September, October and November 2026
What is the most affordable POS system for a single small store in the US?
November 2026
What is the best hair salon in Edinburgh?
September, October and November 2026
Which online meeting software would you recommend to a small company in the UK?
November 2026
Where can I find a gym in Miami with good group classes?
September, October and November 2026
Which HR software is easiest to use for a company with fewer than 20 employees in Australia?
November 2026
My team of ten in Ireland needs a project management tool. Which would you recommend?
September, October and November 2026
Our office in Australia still uses old landlines, and we want to take calls on our laptops and cell phones too. Which business phone system would you recommend?
November 2026
My roof is leaking in Cork. Which roofing company should I call?
September, October and November 2026
Which ERP system is the most affordable for a small company in the US?
November 2026
Which website builder is easiest for a beginner in Canada?
September, October and November 2026
Which website chat tool would you recommend to a small company in the UK?
November 2026
My online store in the UK gets more support emails than we can answer. Which help desk tool would you recommend?
September, October and November 2026
What is the best e-signature software for a small business in the US?
November 2026
I have acne and want to see a dermatologist in Toronto. Who would you recommend?
September, October and November 2026
I run a café in Australia with 15 part-time employees and plan the shifts in a spreadsheet. Which scheduling app would you recommend?
November 2026
What is the best garage for car repairs in Dublin?
September, October and November 2026
Which AI assistant would you recommend for a ten-person company in Ireland?
November 2026
Which driving school in New York is good for nervous beginners?
September, October and November 2026
Which file storage and sharing service would you recommend to a small company in the UK?
November 2026
I need someone to clean my apartment in New York every week. Which company would you recommend?
September, October and November 2026
Which online survey software would you recommend to a small company in Ireland?
November 2026
I'm opening a small restaurant in Ireland. Which point-of-sale system would you recommend?
September, October and November 2026
What is the best social media management tool for a small business in the US?
November 2026
We need to move our office in Leeds. Which removal company should we call?
September, October and November 2026
I run a small B2B company in Ireland, and our website leads go cold because nobody follows up in time. Which marketing automation tool would you recommend to nurture and score them?
November 2026
Which affordable CRM would you recommend to a freelancer in Ireland?
September, October and November 2026
What is the best payment provider for a small business in the UK?
November 2026
I want to open an online store in the UK. Which platform should I use?
September, October and November 2026
What is the best business intelligence software for a small business in Australia?
November 2026
What is the best email marketing software for a small business in the US?
September, October and November 2026
What is the best expense management software for a small business in the UK?
November 2026
What is the best appointment booking software for a small business in the UK?
September, October and November 2026
What is the best time tracking software for a small business in Canada?
November 2026
Which AI writing tool is easiest for a small business owner in Ireland who is not a confident writer?
November 2026

AI Visibility Index · November 2026

Answers counted: 178,102
Pages ranked: 4,939 of 4,948
Names per page, average: 36
Leader share, average: 57%
Named again on a rerun: 54%
Overlap between assistants: 19%

Download every ranking as CSVArchived for citation: DOI 10.5281/zenodo.23934866, Hugging Face, Kaggle

The AI Visibility Index measures which businesses ChatGPT, Claude and Gemini name when a buyer asks them for one. For November 2026 we asked the questions buyers ask about 80 kinds of business in 148 places, three times each, and published every ranking with its confidence interval, its questions and the raw data.

AIGROW ScoreIs this your business? See your AIGROW ScoreHow the AIGROW Score is measured

By kind of business

Local trades are asked about a city, software and consumer brands such as banks and mobile carriers about a country, in the language a buyer there would use.

By place

Browse by country, then open a place to see its rankings.

Australia: Adelaide Australia Brisbane Gold Coast Melbourne Perth Sydney
Austria: Austria Graz Linz Salzburg Vienna
Belgium: Antwerp Belgium Brussels Ghent Liège
Brazil: Belo Horizonte Brasília Brazil Curitiba Rio de Janeiro São Paulo
Canada: Calgary Canada Edmonton Montreal Ottawa Quebec City Toronto Vancouver
Denmark: Aarhus Copenhagen Denmark Odense
France: Bordeaux France Lille Lyon Marseille Montpellier Nantes Nice Paris Strasbourg Toulouse
Germany: Berlin Cologne Düsseldorf Frankfurt Germany Hamburg Hanover Leipzig Munich Nuremberg Stuttgart
Ireland: Cork Dublin Galway Ireland
Italy: Bari Bologna Brescia Florence Genoa Italy Milan Naples Padua Palermo Rome Turin Verona
Mexico: Guadalajara Mexico Mexico City Monterrey Puebla
Netherlands: Amsterdam Eindhoven Netherlands Rotterdam The Hague Utrecht
Norway: Bergen Norway Oslo Trondheim
Poland: Gdańsk Kraków Poland Poznań Warsaw Wrocław
Portugal: Braga Lisbon Porto Portugal
Spain: Barcelona Bilbao Madrid Málaga Seville Spain Valencia Zaragoza
Sweden: Gothenburg Malmö Stockholm Sweden Uppsala
Switzerland: Basel Bern Geneva Lausanne Lugano Switzerland Zurich
United Kingdom: Birmingham Bristol Cardiff Edinburgh Glasgow Leeds Liverpool London Manchester Sheffield United Kingdom
United States: Atlanta Austin Boston Chicago Dallas Denver Houston Las Vegas Los Angeles Miami New York Philadelphia Phoenix San Diego San Francisco Seattle United States Washington DC

In the language it was asked in

Rankings outside English-speaking countries are also published in the local language, with the original questions.

Deutsch Français Italiano Español Português Nederlands Svenska Dansk Norsk Polski

AI Source Map

The sites the assistants read before they recommend a business, with web search on: by country and by kind of business.

See the sites they read

Check your listings

Rankings from the AI Visibility Index

See which businesses and products ChatGPT, Claude, Gemini and Grok named for the categories and places below.

How it is measured

The same prompt the free scan uses, sent to each assistant with no web search and no location. A business is listed once two answers name it, and a page is ranked once it lists enough of them.

The full method

No business can pay to appear in the Index, rise in it or be removed from it. How the Index stays neutral