Pickbench
Sample report

AI Brand Chart: Backpacks, latest edition 2026-w42

5 AI models, 50 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. 1NewOspreyTier 1, rank 1 to 5New on the chart in this edition.57% (45%–69%)1 week
  2. 2NewPeak DesignTier 1, rank 1 to 7New on the chart in this edition.40% (28%–52%)1 week
  3. 3NewBellroyTier 1, rank 1 to 7New on the chart in this edition.39% (27%–52%)1 week
  4. 4NewThuleTier 1, rank 1 to 8New on the chart in this edition.36% (26%–47%)1 week
  5. 5NewTimbuk2Tier 1, rank 1 to 10New on the chart in this edition.28% (18%–38%)1 week
  6. 6NewThe North FaceTier 2, rank 2 to 11New on the chart in this edition.21% (12%–32%)1 week
  7. 7NewPatagoniaTier 2, rank 2 to 11New on the chart in this edition.19% (11%–31%)1 week
  8. 8NewSwissGearTier 2, rank 5 to 11New on the chart in this edition.11% (6%–20%)1 week
  9. 9NewFjallravenTier 2, rank 5 to 11New on the chart in this edition.10% (6%–15%)1 week
  10. 10NewHerschel Supply Co.Tier 2, rank 4 to 11New on the chart in this edition.9% (2%–21%)1 week
  11. 11NewCotopaxiTier 2, rank 6 to 11New on the chart in this edition.3% (1%–7%)1 week