Mador report · November 2026

Europe: who AI assistants recommend

We asked the same thing in Italy, Spain, France and Germany: where do I find a business I can trust, city by city, in the language of the people who live there. That makes 8,398 answers across 12 category reports, collected between 30 September 2026 and 4 November 2026.

70%
Hover or tap a country

IT · Italy

70%

of answers recommend at least one business

2,098 of 3,000 answers

The reports

italy · 3 reports

Italy: 70% of answers recommend at least one business

2,098 of 3,000 answers, across 50 cities, give at least one name to contact. Each report shows which ones, city by city.

frozen data · collected between 18 October 2026 and 3 November 2026
spain · 3 reports

Spain: 75% of answers recommend at least one business

2,236 of 2,999 answers, across 50 cities, give at least one name to contact. Each report shows which ones, city by city.

frozen data · collected between 30 September 2026 and 3 November 2026
france · 3 reports

France: 86% of answers recommend at least one business

1,035 of 1,200 answers, across 20 cities, give at least one name to contact. Each report shows which ones, city by city.

frozen data · collected between 3 November 2026 and 4 November 2026
germany · 3 reports

Germany: 81% of answers recommend at least one business

967 of 1,199 answers, across 20 cities, give at least one name to contact. Each report shows which ones, city by city.

frozen data · collected on 4 November 2026

Method

Each country has its own cities and questions, written in the local language and the same for every assistant. Each report's method, with its cities and collection date, is on its own page.

The country figure adds up the answers of all its reports: an answer counts if it names at least one real business in the category.

This data comes from the same work Mador does every day for businesses: it sees where assistants recommend them, writes and publishes the missing pages and measures again to see what changed.

See where your business shows up

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