Pickbench
Sample report

AI Brand Chart: Restaurant delivery, 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. 1NewDoorDashTier 1, rank 1New on the chart in this edition.86% (80%–91%)1 week
  2. 2NewUber EatsTier 2, rank 2 to 3New on the chart in this edition.62% (49%–74%)1 week
  3. 3NewGrubhubTier 2, rank 2 to 3New on the chart in this edition.55% (42%–68%)1 week
  4. 4NewChowNowTier 3, rank 4 to 9New on the chart in this edition.19% (11%–29%)1 week
  5. 5NewDelivery.comTier 3, rank 4 to 11New on the chart in this edition.18% (9%–29%)1 week
  6. 6NewEatStreetTier 3, rank 4 to 11New on the chart in this edition.12% (6%–21%)1 week
  7. 7NewWaiter.comTier 3, rank 4 to 11New on the chart in this edition.7% (3%–16%)1 week
  8. 8NewBeyond MenuTier 3, rank 4 to 11New on the chart in this edition.7% (2%–14%)1 week
  9. 9NewSliceTier 3, rank 4 to 11New on the chart in this edition.4% (1%–10%)1 week
  10. 10NewHungryPandaTier 4, rank 5 to 11New on the chart in this edition.3% (1%–8%)1 week
  11. 11NewMenufyTier 4, rank 5 to 11New on the chart in this edition.2% (0%–7%)1 week