Pickbench
Sample report

AI Brand Chart: Sparkling water, latest edition 2026-w42

4 AI models, 51 buying scenarios, edition 2026-w42, data as of October 16, 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.

beta: intervals not small-sample calibrated

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. 1NewLaCroixTier 1, rank 1 to 6New on the chart in this edition.46% (35%–58%)1 week
  2. 2NewSpindriftTier 1, rank 1 to 7New on the chart in this edition.45% (34%–56%)1 week
  3. 3NewPolar SeltzerTier 1, rank 1 to 8New on the chart in this edition.36% (27%–46%)1 week
  4. 4NewTopo ChicoTier 1, rank 1 to 8New on the chart in this edition.33% (21%–46%)1 week
  5. 5NewWaterlooTier 1, rank 1 to 8New on the chart in this edition.32% (24%–42%)1 week
  6. 6NewSan PellegrinoTier 1, rank 1 to 10New on the chart in this edition.20% (11%–31%)1 week
  7. 7NewBublyTier 2, rank 2 to 10New on the chart in this edition.19% (11%–29%)1 week
  8. 8NewNixieTier 2, rank 3 to 10New on the chart in this edition.12% (6%–21%)1 week
  9. 9NewCanada DryTier 2, rank 6 to 10New on the chart in this edition.5% (0%–13%)1 week
  10. 10NewLiquid DeathTier 2, rank 6 to 10New on the chart in this edition.2% (0%–8%)1 week