Pickbench
Sample report

AI Brand Chart: Espresso machines, latest edition 2026-w42

5 AI models, 60 buying scenarios, edition 2026-w42, data as of October 17, 2026.

Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.

Fast panel: the fast or small current models of each vendor, not the full flagship panel.

Tiers, not strict ranks

How to read this

A position is only the order of the estimates, and arrows show how that order moved since the last edition: brands in one tier cannot be told apart from its leader at 95% confidence, and each rank is an interval. Rails show the conditional pick share (among answers that picked a brand) in shortlists of 4 (chance is 25%).

Changed beyond noise: for this brand alone, the 95% interval of its share change excludes 0. Lineup or panel changes between editions can cause it too, and it is never a rank claim.

Display order since the last edition, not strict ranks. Moves without a badge are within the margin.

Changed beyond noise: for this brand alone, the 95% interval of its share change excludes 0. Lineup or panel changes between editions can cause it too, and it is never a rank claim.
  1. 1NewBrevilleTier 1, rank 1New on the chart in this edition.72% (62%–82%)1 week
  2. 2NewDe'LonghiTier 2, rank 2 to 7New on the chart in this edition.40% (28%–51%)1 week
  3. 3NewJURATier 2, rank 2 to 7New on the chart in this edition.39% (29%–< 50%)1 week
  4. 4NewRancilioTier 2, rank 2 to 7New on the chart in this edition.37% (25%–< 50%)1 week
  5. 5NewNespressoTier 2, rank 2 to 7New on the chart in this edition.29% (19%–41%)1 week
  6. 6NewGaggiaTier 2, rank 2 to 8New on the chart in this edition.27% (17%–38%)1 week
  7. 7NewKitchenAidTier 2, rank 2 to 11New on the chart in this edition.17% (9%–29%)1 week
  8. 8NewCuisinartTier 3, rank 7 to 11New on the chart in this edition.5% (1%–13%)1 week
  9. 9NewSMEGTier 3, rank 6 to 11New on the chart in this edition.4% (1%–12%)1 week
  10. 10NewNinjaTier 3, rank 7 to 11New on the chart in this edition.3% (1%–7%)1 week
  11. 11NewMr. CoffeeTier 3, rank 7 to 11New on the chart in this edition.1% (0%–5%)1 week