Pickbench
Sample report

AI Brand Chart: Coffee, 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.

  1. 1NewPeet's CoffeeTier 1, rank 1 to 4New on the chart in this edition.56% (45%–67%)1 week
  2. 2NewCounter Culture CoffeeTier 1, rank 1 to 6New on the chart in this edition.46% (35%–57%)1 week
  3. 3NewBlue Bottle CoffeeTier 1, rank 1 to 8New on the chart in this edition.35% (23%–47%)1 week
  4. 4NewLavazzaTier 1, rank 2 to 7, below its tier leaderNew on the chart in this edition.33% (23%–44%)1 week
  5. 5NewLa ColombeTier 1, rank 1 to 9New on the chart in this edition.29% (19%–40%)1 week
  6. 6NewStarbucksTier 2, rank 2 to 10New on the chart in this edition.21% (13%–32%)1 week
  7. 7NewEight O'Clock CoffeeTier 2, rank 3 to 10New on the chart in this edition.19% (11%–28%)1 week
  8. 8NewCommunity CoffeeTier 2, rank 5 to 11New on the chart in this edition.12% (7%–19%)1 week
  9. 9NewDunkin'Tier 2, rank 4 to 11New on the chart in this edition.12% (5%–22%)1 week
  10. 10NewDeath Wish CoffeeTier 2, rank 6 to 11New on the chart in this edition.8% (2%–18%)1 week
  11. 11NewFolgersTier 3, rank 8 to 11New on the chart in this edition.5% (1%–11%)1 week