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

PHRASE

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The Question

← all rankings / dataset COBALT

Best suv air mattress

Luno takes the top spot in 100.0% of resamples. Of 14 ranked brands, only 1 holds 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

AIR Pro Vehicle Mattress | Custom-Fit Car Camping Air Mattress | Luno – Luno®lunolife.comlunolife.com/products/air-pro-car-…ss?utm=airanks.net111
Luno® Inflatable AIR Vehicle Mattress | #1 Car Camping Mattresslunolife.comlunolife.com/products/signature-ai…ss?utm=airanks.net87
AIR+FOAM PRO Vehicle Mattress | Premium Car Camping Mattress | Luno – Luno®lunolife.comlunolife.com/products/air-foam-pro…ss?utm=airanks.net59
Best SUV Air Mattress for Camping | Auto Roamerwww.autoroamer.comautoroamer.com/posts/best-car-air-…ml?utm=airanks.net49
AIR BASE Vehicle Mattress | Affordable Car Camping Air Mattress | Luno – Luno®lunolife.comlunolife.com/products/air-base-car…ss?utm=airanks.net46
Luno AIR Pro Vehicle Mattress Review | CleverHikerwww.cleverhiker.comcleverhiker.com/camping/luno-air-p…w/?utm=airanks.net34

The Ranking, With Its Uncertainty

Luno locked Luno — ci 1.00–1.00 · n=393 · 100.0% of resamples held this rank · named in 100% of answers
Tesla contested Tesla — ci 0.77–0.92 · n=393 · 63.5% of resamples held this rank · named in 7% of answers
Chevrolet contested Chevrolet — ci 0.77–0.92 · n=393 · 58.0% of resamples held this rank · named in 5% of answers
Umbrauto soft Umbrauto — ci 0.69–0.85 · n=393 · 65.8% of resamples held this rank · named in 3% of answers
Jeep soft Jeep — ci 0.62–0.77 · n=393 · 66.8% of resamples held this rank · named in 3% of answers
Toyota gathering Toyota — gathering data, n=393. No bootstrap interval yet.
Subaru gathering Subaru — gathering data, n=393. No bootstrap interval yet.
Ford gathering Ford — gathering data, n=393. No bootstrap interval yet.
Rivian gathering Rivian — gathering data, n=393. No bootstrap interval yet.
Honda gathering Honda — gathering data, n=393. No bootstrap interval yet.
Ram gathering Ram — gathering data, n=393. No bootstrap interval yet.
Infiniti gathering Infiniti — gathering data, n=393. No bootstrap interval yet.
Mazda gathering Mazda — gathering data, n=393. No bootstrap interval yet.
Volvo gathering Volvo — gathering data, n=393. 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.

Luno

1.00–1.00

Tesla

0.77–0.92

Chevrolet

0.77–0.92

Umbrauto

0.69–0.85

Jeep

0.62–0.77