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 mattress toppers 2026

Saatva takes the top spot in 83.8% of resamples. Of 10 ranked brands, only 6 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 Mattress Toppers (2026): Supportive, Plush, Memory Foam | WIREDwww.wired.comwired.com/gallery/best-mattress-toppers/?utm=airanks.net161
Best Cooling Mattress Toppers of 2026: Expert Testedwww.sleepfoundation.orgsleepfoundation.org/best-mattress-…er?utm=airanks.net105
Best Mattress Toppers of 2026, According to Experts | NBC Selectwww.nbcnews.comnbcnews.com/select/shopping/mattre…87?utm=airanks.net46
Best Mattress Topper for Back Pain of 2026: Tested by Our Expertswww.sleepfoundation.orgsleepfoundation.org/best-mattress-…in?utm=airanks.net26
Best Latex Mattress Toppers of 2026: Natural and Organic Optionswww.sleepfoundation.orgsleepfoundation.org/best-mattress-…er?utm=airanks.net25
How to Choose a Mattress Topper - Consumer Reportswww.consumerreports.orgconsumerreports.org/home-garden/ma…e/?utm=airanks.net15

The Ranking, With Its Uncertainty

Saatva firm Saatva — ci 0.89–1.00 · n=379 · 83.8% of resamples held this rank · named in 79% of answers
Tempur-Pedic firm Tempur-Pedic — ci 0.89–1.00 · n=379 · 83.8% of resamples held this rank · named in 83% of answers
Nolah locked Nolah — ci 0.78–0.78 · n=379 · 97.5% of resamples held this rank · named in 76% of answers
Helix locked Helix — ci 0.67–0.67 · n=379 · 97.5% of resamples held this rank · named in 89% of answers
ViscoSoft locked ViscoSoft — ci 0.56–0.56 · n=379 · 100.0% of resamples held this rank · named in 47% of answers
Brooklyn Bedding soft Brooklyn Bedding — ci 0.33–0.44 · n=379 · 66.0% of resamples held this rank · named in 8% of answers
Avocado soft Avocado — ci 0.33–0.44 · n=379 · 65.3% of resamples held this rank · named in 6% of answers
Nectar firm Nectar — ci 0.11–0.22 · n=379 · 93.4% of resamples held this rank · named in 2% of answers
Sleep Number gathering Sleep Number — gathering data, n=379. No bootstrap interval yet.
Casper gathering Casper — gathering data, n=379. 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.

Saatva

0.89–1.00

Tempur-Pedic

0.89–1.00

Nolah

0.78–0.78

Helix

0.67–0.67

ViscoSoft

0.56–0.56

Brooklyn Bedding

0.33–0.44

Avocado

0.33–0.44

Nectar

0.11–0.22