Pickbench
Sample report

AI Brand Chart: E-bikes, 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. 1NewTernTier 1, rank 1 to 4New on the chart in this edition.48% (37%–60%)1 week
  2. 2NewTrekTier 1, rank 1 to 5New on the chart in this edition.46% (36%–57%)1 week
  3. 3NewSpecializedTier 1, rank 1 to 9New on the chart in this edition.36% (25%–48%)1 week
  4. 4NewGiantTier 1, rank 1 to 10New on the chart in this edition.30% (20%–40%)1 week
  5. 5NewCannondaleTier 2, rank 3 to 10New on the chart in this edition.23% (15%–32%)1 week
  6. 6NewRad Power BikesTier 2, rank 3 to 10New on the chart in this edition.22% (15%–32%)1 week
  7. 7NewLectric eBikesTier 2, rank 2 to 10New on the chart in this edition.20% (11%–31%)1 week
  8. 8NewAventonTier 2, rank 3 to 10New on the chart in this edition.19% (12%–27%)1 week
  9. 9NewVelotricTier 2, rank 3 to 11New on the chart in this edition.15% (8%–24%)1 week
  10. 10NewRide1UpTier 2, rank 4 to 10New on the chart in this edition.13% (8%–20%)1 week
  11. 11NewHeybikeTier 3, rank 10 to 11New on the chart in this edition.4% (0%–12%)1 week