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 hiking boots for wide feet women

KEEN takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 7 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

Women's Bridger Mid Waterproof | Oboz Footwearobozfootwear.comobozfootwear.com/products/womens-b…of?utm=airanks.net275
Topo Trailventure 2 WP Waterproof Hiking Boots - Women'swww.topoathletic.comtopoathletic.com/W-Trailventure-2-WP?utm=airanks.net259
Women - Moab 3 Mid Waterproof Wide Width - Boots | Merrellwww.merrell.commerrell.com/US/en/moab-3-mid-water…ml?utm=airanks.net221
Women's Targhee IV Wide Hiking Boot | Brindle | KEEN Footwearwww.keenfootwear.comkeenfootwear.com/collections/women…se?utm=airanks.net133
Lone Peak 9 Waterproof Mid Women’s Hiker - Taupe | Altra Running USwww.altrarunning.comaltrarunning.com/en-us/products/wo…pu?utm=airanks.net124
Olympus 6 Hike Mid GTX Women’s Hikers - Tan | Altra Running USwww.altrarunning.comaltrarunning.com/en-us/products/wo…nq?utm=airanks.net112
Women's Targhee IV Wide Waterproof Hiking Boot | Plaza Taupe/Huckleber | KEEN Footwearwww.keenfootwear.comkeenfootwear.com/products/womens-t…ry?utm=airanks.net91
RENEGADE EVO GTX MID WS - GRAPHITE/APRICOT – LOWAus.lowa.comus.lowa.com/products/renegade-evo-…ot?utm=airanks.net73
www.hikingfeet.comhikingfeet.comhikingfeet.com/best-hiking-boots-f…t/?utm=airanks.net42
Women's Targhee IV Wide Waterproof Hiking Shoe | Alloy/Granite Green | KEEN Footwearwww.keenfootwear.comkeenfootwear.com/products/womens-t…en?utm=airanks.net42

The Ranking, With Its Uncertainty

KEEN locked KEEN — ci 1.00–1.00 · n=394 · 100.0% of resamples held this rank · named in 99% of answers
Merrell locked Merrell — ci 0.88–0.88 · n=394 · 100.0% of resamples held this rank · named in 99% of answers
Topo Athletic locked Topo Athletic — ci 0.75–0.75 · n=394 · 100.0% of resamples held this rank · named in 85% of answers
Altra locked Altra — ci 0.63–0.63 · n=394 · 100.0% of resamples held this rank · named in 94% of answers
Oboz locked Oboz — ci 0.50–0.50 · n=394 · 100.0% of resamples held this rank · named in 75% of answers
Lowa locked Lowa — ci 0.38–0.38 · n=394 · 100.0% of resamples held this rank · named in 49% of answers
Salomon locked Salomon — ci 0.25–0.25 · n=394 · 100.0% of resamples held this rank · named in 7% of answers
Hoka gathering Hoka — gathering data, n=394. No bootstrap interval yet.
Columbia gathering Columbia — gathering data, n=394. 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.

KEEN

1.00–1.00

Merrell

0.88–0.88

Topo Athletic

0.75–0.75

Altra

0.63–0.63

Oboz

0.50–0.50

Lowa

0.38–0.38

Salomon

0.25–0.25

7 of 9 brands measured · 6 dominance edges · 7 rungs · 0 pairs the data does not separate