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 hunting

Kenetrek takes the top spot in 100.0% of resamples. Of 9 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

Mountain Extreme 400 Boots for Harsh Terrain and Cold - Kenetrek Bootskenetrek.comkenetrek.com/collections/kenetrek-…00?utm=airanks.net208
Danner - Pronghorn 400G Brown All-Leather Insulated 400Gwww.danner.comdanner.com/men/hunt/pronghorn-8-br…ml?utm=airanks.net87
The 14 Best Hunting Boots for Men in 2026 | GearJunkie Testedgearjunkie.comgearjunkie.com/outdoor/hunt-fish/b…en?utm=airanks.net84
Best Hunting Boots (2026): Comfort & Durability Tested Over 100…www.oneoutdoors.orgoneoutdoors.org/guides/best-huntin…s/?utm=airanks.net81
Nevada Nonwww.crispiusa.comcrispiusa.com/nevada-non?utm=airanks.net79
Best Upland Hunting Boots of 2026, Field Tested and Reviewed | Outdoor Lifewww.outdoorlife.comoutdoorlife.com/gear/best-upland-h…s/?utm=airanks.net68
Danner - Pronghorn Brownwww.danner.comdanner.com/men/hunt/pronghorn-8-br…ml?utm=airanks.net63
Mountain Extreme Non-Insulated Boots for Rugged Trails - Kenetrek Bootskenetrek.comkenetrek.com/collections/kenetrek-…-1?utm=airanks.net50
The Best Elk Hunting Boots of 2026, Field Tested and Reviewed | Outdoor Lifewww.outdoorlife.comoutdoorlife.com/gear/best-elk-hunt…s/?utm=airanks.net45
Mountain Extreme 400 Boots for Harsh Terrain and Cold - Kenetrek Bootskenetrek.comkenetrek.com/products/mountain-ext…00?utm=airanks.net42

The Ranking, With Its Uncertainty

Kenetrek locked Kenetrek — ci 1.00–1.00 · n=398 · 100.0% of resamples held this rank · named in 95% of answers
Danner locked Danner — ci 0.88–0.88 · n=398 · 100.0% of resamples held this rank · named in 86% of answers
Lowa locked Lowa — ci 0.75–0.75 · n=398 · 98.9% of resamples held this rank · named in 30% of answers
Salomon locked Salomon — ci 0.63–0.63 · n=398 · 98.9% of resamples held this rank · named in 27% of answers
Zamberlan soft Zamberlan — ci 0.38–0.50 · n=398 · 65.0% of resamples held this rank · named in 7% of answers
Merrell contested Merrell — ci 0.38–0.50 · n=398 · 64.6% of resamples held this rank · named in 8% of answers
Oboz locked Oboz — ci 0.25–0.25 · n=398 · 99.4% of resamples held this rank · named in 5% of answers
KEEN gathering KEEN — gathering data, n=398. No bootstrap interval yet.
La Sportiva gathering La Sportiva — gathering data, n=398. 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.

Kenetrek

1.00–1.00

Danner

0.88–0.88

Lowa

0.75–0.75

Salomon

0.63–0.63

Zamberlan

0.38–0.50

Merrell

0.38–0.50

Oboz

0.25–0.25

7 of 9 brands measured · 7 dominance edges · 6 rungs · 1 pair the data does not separate