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 for professional chefs

MAC takes the top spot — a stable one, at n=55. Of 10 ranked brands, only 3 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

Victorinox Fibrox® Chef’s Knife Extra Wide, 8 in in Black - 5.2063.20www.victorinox.comvictorinox.com/en-US/Products/Cutl…20?utm=airanks.net26
The Best Chef's Knife, Tested and Reviewed (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/how-to-find-t…ou?utm=airanks.net21
Professional Series 8" Chef's Knife with Dimples (MTH-80) – MAC Knifewww.macknife.commacknife.com/collections/professio…80?utm=airanks.net21
Professional Series 8" Chef's Knife with Dimples (MTH-80) – MAC Knifewww.macknife.commacknife.com/collections/chefs-kni…80?utm=airanks.net11
Best Chef's Knives of 2026, Tested By Our Experts - Consumer Reportswww.consumerreports.orgconsumerreports.org/home-garden/ki…4/?utm=airanks.net9
7 Best Chef's Knives in 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…fe?utm=airanks.net7
Best Chef's Knife (2025), Tested and Reviewed | Epicuriouswww.epicurious.comepicurious.com/expert-advice/best-…le?utm=airanks.net4
Mac Professional Series 8" with Dimples MTH-80 Review | Testedwww.techgearlab.comtechgearlab.com/reviews/kitchen/ch…80?utm=airanks.net4

The Ranking, With Its Uncertainty

MAC stable MAC — ci 1.00–1.00 · n=55 · named in 98% of answers
Victorinox stable Victorinox — ci 0.89–0.89 · n=55 · named in 86% of answers
Misono stable Misono — ci 0.67–0.78 · n=55 · named in 27% of answers
Wusthof contested Wusthof — ci 0.22–0.78 · n=55 · named in 9% of answers
Shun gathering Shun — gathering data, n=55. No bootstrap interval yet.
KEEN gathering KEEN — gathering data, n=55. No bootstrap interval yet.
Tojiro gathering Tojiro — gathering data, n=55. No bootstrap interval yet.
Zwilling gathering Zwilling — gathering data, n=55. No bootstrap interval yet.
Mercer gathering Mercer — gathering data, n=55. No bootstrap interval yet.
Global gathering Global — 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.

MAC

1.00–1.00

Victorinox

0.89–0.89

Misono

0.67–0.78

Wusthof

0.22–0.78