AIRANKS — The Authoritative Rankings for AI Web Content

AIRANKS measures AI visibility: we ask AI models real product and service questions, capture the complete answers as immutable observations, and publish what they contain — which brands were mentioned, which domains were cited, and which exact pages were linked. Every domain gets an AIR score from 1–10 (a decile of visibility in the active dataset; 0 means insufficient data), with the methodology in the open.

AIR

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The Question

← all rankings / dataset COBALT

What is the best chef knife under $60

Mercer takes the top spot — a stable one, at n=55. Of 3 ranked brands, only 2 hold a position we'd call firm.

0
answers sampled
0
brands named
1,000
bootstrap resamples

Who AI Cites For This Question

25 cited pages · bars vs the leader

The Best Chef's Knife, Tested and Reviewed (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/how-to-find-t…ou?utm=airanks.net36
Mercer Cutlery Chef's Knives - Mercer Cutlery - Knife Centerwww.knifecenter.comknifecenter.com/series/mercer-cutl…es?utm=airanks.net16
7 Best Chef's Knives in 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…fe?utm=airanks.net13
Victorinox Fibrox® Chef’s Knife Extra Wide, 8 in in Black - 5.2063.20www.victorinox.comvictorinox.com/en-US/Products/Cutl…20?utm=airanks.net11
Renaissance® Chef's Knife 8" (20.3 cm) - Mercer Culinarywww.mercerculinary.commercerculinary.com/product/renaiss…m/?utm=airanks.net6
Victorinox Fibrox® Chef’s Knife Extra Wide, 8 in in Black - 5.2063.20www.victorinox.comvictorinox.com/en-US/Products/Cutl…95588&gad_source=15
Genesis® Chef's Knife 8" (20.3 cm) - Mercer Culinarywww.mercerculinary.commercerculinary.com/product/genesis…m/?utm=airanks.net4
Victorinox Fibrox Chef Knife — Kitchen Knife Scoutkitchenknifescout.comkitchenknifescout.com/victorinox-f…e/?utm=airanks.net3
Finding the Best Budget Chef Knife in 2026 | KnivesReviewknivesreview.comknivesreview.com/finding-the-best-…6/?utm=airanks.net3

The Ranking, With Its Uncertainty

Mercer stable Mercer — ci 1.00–1.00 · n=55 · named in 89% of answers
Victorinox stable Victorinox — ci 0.50–0.50 · n=55 · named in 89% of answers
Tojiro gathering Tojiro — gathering data, n=55. No bootstrap interval yet.

The Incomparability Lattice

what the intervals separate, not what the list claims

An edge means one brand's interval sits strictly above another's — zero overlap. No edge between two brands is not a gap in the drawing, it is the finding: their intervals overlap, and the bootstrap cannot tell them apart. Brands on the same rung are incomparable, not tied — the ranking above orders them anyway because a list has to print a total order; this diagram is the honest version.

Mercer

1.00–1.00

Victorinox

0.50–0.50