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

KEEN takes the top spot in 100.0% of resamples. Of 11 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

Men's Targhee IV Wide Waterproof Hiking Boot | Triple Black | KEEN Footwearwww.keenfootwear.comkeenfootwear.com/products/mens-tar…ck?utm=airanks.net241
Mens Bridger Mid Waterproof | Oboz Footwearobozfootwear.comobozfootwear.com/products/mens-bri…of?utm=airanks.net168
Men - Moab 3 Mid Waterproof Wide Width - Boots | Merrellwww.merrell.commerrell.com/US/en/moab-3-mid-water…ml?utm=airanks.net118
Olympus 6 Hike Mid GTX Men’s Hikers - Gray | Altra Running USwww.altrarunning.comaltrarunning.com/en-us/products/me…np?utm=airanks.net112
Topo Athletic Men's Trailventure 2 WP Waterproof Hiking Bootswww.topoathletic.comtopoathletic.com/M-Trailventure-2-WP?utm=airanks.net112
www.hikingfeet.comhikingfeet.comhikingfeet.com/best-hiking-boots-f…t/?utm=airanks.net96
Women - Moab 3 Mid Waterproof Wide Width - Boots | Merrellwww.merrell.commerrell.com/US/en/moab-3-mid-water…ml?utm=airanks.net95
Lone Peak 9 Waterproof Mid Men’s Hiker - Navy | Altra Running USwww.altrarunning.comaltrarunning.com/en-us/products/me…pk?utm=airanks.net94
Men - Moab 3 Wide Width - Shoes | Merrellwww.merrell.commerrell.com/US/en/moab-3-wide-widt…ml?utm=airanks.net65
Men's Targhee IV Wide Hiking Boot | Bison | KEEN Footwearwww.keenfootwear.comkeenfootwear.com/collections/targh…ck?utm=airanks.net57

The Ranking, With Its Uncertainty

KEEN locked KEEN — ci 1.00–1.00 · n=403 · 100.0% of resamples held this rank · named in 100% of answers
Merrell locked Merrell — ci 0.90–0.90 · n=403 · 100.0% of resamples held this rank · named in 99% of answers
Altra locked Altra — ci 0.80–0.80 · n=403 · 99.9% of resamples held this rank · named in 97% of answers
Topo Athletic locked Topo Athletic — ci 0.70–0.70 · n=403 · 99.9% of resamples held this rank · named in 70% of answers
Oboz firm Oboz — ci 0.50–0.60 · n=403 · 89.1% of resamples held this rank · named in 53% of answers
Lowa firm Lowa — ci 0.50–0.60 · n=403 · 89.1% of resamples held this rank · named in 57% of answers
Salomon locked Salomon — ci 0.40–0.40 · n=403 · 100.0% of resamples held this rank · named in 18% of answers
Danner soft Danner — ci 0.20–0.30 · n=403 · 72.2% of resamples held this rank · named in 2% of answers
Hoka soft Hoka — ci 0.10–0.30 · n=403 · 68.1% of resamples held this rank · named in 2% of answers
New Balance gathering New Balance — gathering data, n=403. No bootstrap interval yet.
Orthofeet gathering Orthofeet — gathering data, n=403. 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

0.90–0.90

Altra

0.80–0.80

Topo Athletic

0.70–0.70

Oboz

0.50–0.60

Lowa

0.50–0.60

Salomon

0.40–0.40

Danner

0.20–0.30

Hoka

0.10–0.30

9 of 11 brands measured · 9 dominance edges · 7 rungs · 2 pairs the data does not separate