Which brands does AI name for questions about car body repair?

1. 01“Waar laat ik autoschade herstellen met behoud van garantie?”
2. 02“Welke schadeherstelbedrijven werken samen met verzekeraars?”
3. 03“Wat kost het uitdeuken en spuiten van een portier?”
4. 04“Welke bedrijven doen kleine schades zonder spuiten?”
5. 05“Verlies ik mijn no-claim als ik schade via de verzekering herstel?”
6. 06“Waar laat ik ruitschade repareren of vervangen?”
7. 07“Welke schadeherstellers leveren vervangend vervoer?”
8. 08“Welke bedrijven herstellen schade aan elektrische auto's?”

Without a brand name, in Dutch, with the Netherlands as market. The same set every week.

The personas behind the questions

• Automobilist met schade die via de verzekering wil herstellen
• Leaserijder die schade moet herstellen voor inlevering
• Eigenaar van een oudere auto die goedkoop wil repareren

Personas and questions are in Dutch: the index measures the Dutch market.

• 01Every question goes to the engines through their API in a clean session: no account, no history, no personalisation.
• 02Brand names are extracted from each answer (text extraction). Per brand the decision layer judges whether it is a real brand in this sector, whether it is a marketplace, how it is spoken about and how prominently it appears. That certainty is shown in the table.
• 03Brands only count when the probability that they are a real brand is at least 50%. Borderline cases are left out.
• 04Share is measured over a four-week window with a 95% confidence interval. Names that turn out to be the same company are merged once the decision layer confirms it.
• 05Engines without a usable API (such as Google AI Overviews) are not in this index. Browser captures of consumer products follow once the capture service is publicly available; those will be labelled separately.