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 hiking boots for day hikes

Salomon takes the top spot in 97.4% of resamples. Of 12 ranked brands, only 9 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 9 Best Hiking Boots of 2026: Tested | REI Expert Advicewww.rei.comrei.com/learn/expert-advice/the-be…ml?utm=airanks.net209
7 Best Day Hiking Boots in 2026 | RunRepeatrunrepeat.comrunrepeat.com/guides/best-day-hiki…ts?utm=airanks.net123
Men's Moab 3 Mid Waterproof Hiking Boots | Merrellwww.merrell.commerrell.com/US/en/moab-3-mid-water…ml?utm=airanks.net52
The best hiking boots to buy - tested and rated for mountain trails and casual hikeswww.tomsguide.comtomsguide.com/best-picks/best-hiki…ts?utm=airanks.net43
How to Choose Hiking Boots and Hiking Shoes | REI Expert Advicewww.rei.comrei.com/learn/expert-advice/hiking…ml?utm=airanks.net42
X Ultra 5 Mid Gore-Tex - Men's Hiking Boots | Salomonwww.salomon.comsalomon.com/en-us/shop/product/x-u…ml?utm=airanks.net23
The 9 Best Hiking Shoes of 2026: Tested | REI Expert Advicewww.rei.comrei.com/learn/expert-advice/best-h…ml?utm=airanks.net19

The Ranking, With Its Uncertainty

Salomon locked Salomon — ci 0.91–1.00 · n=394 · 97.4% of resamples held this rank · named in 93% of answers
Merrell locked Merrell — ci 0.91–1.00 · n=394 · 97.4% of resamples held this rank · named in 95% of answers
Hoka locked Hoka — ci 0.82–0.82 · n=394 · 100.0% of resamples held this rank · named in 86% of answers
KEEN locked KEEN — ci 0.73–0.73 · n=394 · 100.0% of resamples held this rank · named in 48% of answers
Altra locked Altra — ci 0.64–0.64 · n=394 · 99.7% of resamples held this rank · named in 36% of answers
Lowa locked Lowa — ci 0.45–0.55 · n=394 · 95.4% of resamples held this rank · named in 24% of answers
La Sportiva locked La Sportiva — ci 0.45–0.55 · n=394 · 95.7% of resamples held this rank · named in 22% of answers
Columbia firm Columbia — ci 0.27–0.36 · n=394 · 86.4% of resamples held this rank · named in 7% of answers
Danner contested Danner — ci 0.09–0.36 · n=394 · 55.5% of resamples held this rank · named in 4% of answers
Topo Athletic unsettled Topo Athletic — ci 0.00–0.27 · n=394 · 40.2% of resamples held this rank · named in 4% of answers
Oboz contested Oboz — ci 0.00–0.27 · n=394 · 47.3% of resamples held this rank · named in 3% of answers
Scarpa firm Scarpa — ci 0.00–0.18 · n=394 · 86.6% of resamples held this rank · named in 2% of answers

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.

Salomon

0.91–1.00

Merrell

0.91–1.00

Hoka

0.82–0.82

KEEN

0.73–0.73

Altra

0.64–0.64

Lowa

0.45–0.55

La Sportiva

0.45–0.55

Columbia

0.27–0.36

Danner

0.09–0.36

Topo Athletic

0.00–0.27

Oboz

0.00–0.27

Scarpa

0.00–0.18