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

Best walking shoes for men

Hoka takes the top spot in 100.0% of resamples. Of 14 ranked brands, only 5 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 8 Best Walking Shoes of 2026 - Most Comfortable Shoeswww.runnersworld.comrunnersworld.com/gear/a23554492/wa…s/?utm=airanks.net230
Best Walking Shoes For Men 2026 - Forbes Vettedwww.forbes.comforbes.com/sites/forbes-personal-s…n/?utm=airanks.net227
The Best Walking Shoes for Men, Tested and Reviewed | NBC Selectwww.nbcnews.comnbcnews.com/select/shopping/best-w…29?utm=airanks.net144
10 Best Walking Shoes for Men in 2026, Tested by Expertswww.menshealth.commenshealth.com/best-walking-shoes-…n/?utm=airanks.net90
14 Best Walking Shoes for Men 2026: Comfortable Shoes for Every Guy | GQwww.gq.comgq.com/story/best-walking-shoes-for-men?utm=airanks.net83
10 Best Walking Shoes of 2026 | Lab Tested & Rankedwww.outdoorgearlab.comoutdoorgearlab.com/topics/shoes-an…es?utm=airanks.net76
10 Best Walking Shoes for Men in 2026, Tested by Expertswww.menshealth.commenshealth.com/fitness/g28692275/b…n/?utm=airanks.net75

The Ranking, With Its Uncertainty

Hoka locked Hoka — ci 1.00–1.00 · n=406 · 100.0% of resamples held this rank · named in 94% of answers
Brooks firm Brooks — ci 0.85–0.92 · n=406 · 80.5% of resamples held this rank · named in 91% of answers
Asics firm Asics — ci 0.85–0.92 · n=406 · 80.5% of resamples held this rank · named in 66% of answers
New Balance contested New Balance — ci 0.62–0.77 · n=406 · 48.4% of resamples held this rank · named in 61% of answers
On Running unsettled On Running — ci 0.62–0.77 · n=406 · 44.0% of resamples held this rank · named in 51% of answers
Altra firm Altra — ci 0.62–0.77 · n=406 · 83.7% of resamples held this rank · named in 31% of answers
Skechers firm Skechers — ci 0.46–0.54 · n=406 · 89.0% of resamples held this rank · named in 26% of answers
Under Armour contested Under Armour — ci 0.38–0.54 · n=406 · 59.1% of resamples held this rank · named in 20% of answers
Saucony soft Saucony — ci 0.38–0.54 · n=406 · 65.5% of resamples held this rank · named in 17% of answers
Merrell soft Merrell — ci 0.08–0.31 · n=406 · 73.4% of resamples held this rank · named in 2% of answers
Salomon gathering Salomon — gathering data, n=406. No bootstrap interval yet.
Nike gathering Nike — gathering data, n=406. No bootstrap interval yet.
KEEN gathering KEEN — gathering data, n=406. No bootstrap interval yet.
Kizik gathering Kizik — gathering data, n=406. 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.

Hoka

1.00–1.00

Brooks

0.85–0.92

Asics

0.85–0.92

New Balance

0.62–0.77

On Running

0.62–0.77

Altra

0.62–0.77

Skechers

0.46–0.54

Under Armour

0.38–0.54

Saucony

0.38–0.54

Merrell

0.08–0.31