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Sector index · Coffee machines

Which brands does AI name for questions about coffee machines?

Brands and shops AI recommends for espresso, beans and bean-to-cup machines.

No measured week yet · 8 questions ready · not measured yet

Not measured yet

This sector has not been measured yet

The question set for coffee machines is ready: 8 buying questions and three personas. The index runs part of the sectors each week within a fixed budget; this one is due within 4 weeks. Until then we show no numbers here — a sample leaderboard would suggest a measurement that never happened.

prompt set v1

The 8 questions we ask

  1. 01Welke volautomatische koffiemachine is het beste voor thuis?
  2. 02Wat is een goede espressomachine onder de 500 euro?
  3. 03Waar koop ik een koffiemachine met goede reparatieservice in Nederland?
  4. 04Welke koffiebonen zijn het beste voor een volautomaat?
  5. 05Welk merk koffiemachine gaat het langst mee?
  6. 06Waar koop ik een koffiemachine voor een klein kantoor?
  7. 07Welke winkel heeft de beste aanbiedingen op koffiemachines?
  8. 08Welke koffieabonnementen met verse bonen zijn de moeite waard?

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

The personas behind the questions

  • Thuisbarista die een espressomachine met melkopschuimer zoekt
  • Gezin dat een volautomaat wil met weinig onderhoud
  • Kantoormanager die koffie regelt voor tien medewerkers

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

Full method

How this was measured

  • 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.
Full method

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