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.

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The Question

← all rankings / dataset COBALT

What is the best weatherproof tent

Hilleberg takes the top spot in 100.0% of resamples. Of 10 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

The Best 4-Season Tents | Tested & Rankedwww.outdoorgearlab.comoutdoorgearlab.com/topics/camping-…nt?utm=airanks.net201
REI Co-op Base Camp 6 Tent | REI Co-opwww.rei.comrei.com/product/227904/rei-co-op-b…nt?utm=airanks.net139
Hilleberg Jannu 4-Season Lightweight Mountaineering Tenthilleberg.comhilleberg.com/eng/products/tent/Jannu?utm=airanks.net122
What to Look for in a Camping Tent | REI Expert Advicewww.rei.comrei.com/learn/expert-advice/family…ml?utm=airanks.net102
Best 4-Season Tents of 2026, Tested & Reviewed | CleverHikerwww.cleverhiker.comcleverhiker.com/backpacking/best-4…s/?utm=airanks.net99
Best Tents for Camping of 2026: Tested | REI Expert Advicewww.rei.comrei.com/learn/expert-advice/best-c…ml?utm=airanks.net64
REI Co-op Base Camp 4 Tent | REI Co-opwww.rei.comrei.com/product/227740/rei-co-op-b…nt?utm=airanks.net62
Best 4-Season Tents of 2026, Tested and Reviewed | Outdoor Lifewww.outdoorlife.comoutdoorlife.com/gear/best-4-season…s/?utm=airanks.net56
The Best Backpacking Tents of 2026 | Tested & Rankedwww.outdoorgearlab.comoutdoorgearlab.com/topics/camping-…nt?utm=airanks.net55
Hilleberg Allak 4-Season Freestanding Backpacking Tenthilleberg.comhilleberg.com/eng/products/tent/Allak?utm=airanks.net47

The Ranking, With Its Uncertainty

Hilleberg locked Hilleberg — ci 1.00–1.00 · n=449 · 100.0% of resamples held this rank · named in 90% of answers
REI Co-op locked REI Co-op — ci 0.89–0.89 · n=449 · 100.0% of resamples held this rank · named in 47% of answers
MSR locked MSR — ci 0.78–0.78 · n=449 · 100.0% of resamples held this rank · named in 39% of answers
The North Face firm The North Face — ci 0.56–0.67 · n=449 · 80.0% of resamples held this rank · named in 30% of answers
NEMO soft NEMO — ci 0.44–0.67 · n=449 · 66.1% of resamples held this rank · named in 28% of answers
Big Agnes firm Big Agnes — ci 0.44–0.56 · n=449 · 83.8% of resamples held this rank · named in 20% of answers
Kelty locked Kelty — ci 0.33–0.33 · n=449 · 100.0% of resamples held this rank · named in 11% of answers
Marmot soft Marmot — ci 0.00–0.22 · n=449 · 73.7% of resamples held this rank · named in 2% of answers
Coleman contested Coleman — ci 0.00–0.22 · n=449 · 62.8% of resamples held this rank · named in 2% of answers
Hyperlite Mountain Gear firm Hyperlite Mountain Gear — ci 0.00–0.11 · n=449 · 81.2% of resamples held this rank · named in 1% 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.

Hilleberg

1.00–1.00

REI Co-op

0.89–0.89

MSR

0.78–0.78

The North Face

0.56–0.67

NEMO

0.44–0.67

Big Agnes

0.44–0.56

Kelty

0.33–0.33

Marmot

0.00–0.22

Coleman

0.00–0.22

Hyperlite Mountain Gear

0.00–0.11

10 of 10 brands measured · 11 dominance edges · 6 rungs · 6 pairs the data does not separate