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 coffee maker for rv

AeroPress 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

5-Cup Coffee Maker; Compact Design | BLACK+DECKER®www.blackanddecker.comblackanddecker.com/products/cm0700b?utm=airanks.net60
COOKING PERFECTCOFFEE MC 052, MC 054 Coffee-Makermedia.dometic.commedia.dometic.com/externalassets/m…df?utm=airanks.net52
Hamilton Beach® FrontFill™ Compact Coffee Makershamiltonbeach.comhamiltonbeach.com/hamilton-beach-f…df?utm=airanks.net47
Nespresso Essenza - Pure White | Compact Mini Espresso Machinewww.nespresso.comnespresso.com/us/en/order/machines…te?utm=airanks.net37
DometicMC052-MC054_IOM_4445103369_EMEA(en-ar)_20xx-xx-xx.bookwww.dometic.comdometic.com/externalassets/mc052_9…df?utm=airanks.net34

The Ranking, With Its Uncertainty

AeroPress locked AeroPress — ci 1.00–1.00 · n=412 · 100.0% of resamples held this rank · named in 100% of answers
Keurig locked Keurig — ci 0.88–0.88 · n=412 · 100.0% of resamples held this rank · named in 71% of answers
Hamilton Beach locked Hamilton Beach — ci 0.75–0.75 · n=412 · 100.0% of resamples held this rank · named in 14% of answers
Nespresso locked Nespresso — ci 0.63–0.63 · n=412 · 100.0% of resamples held this rank · named in 8% of answers
Mr. Coffee firm Mr. Coffee — ci 0.25–0.50 · n=412 · 92.5% of resamples held this rank · named in 2% of answers
Breville gathering Breville — gathering data, n=412. No bootstrap interval yet.
Zojirushi gathering Zojirushi — gathering data, n=412. No bootstrap interval yet.
OXO gathering OXO — gathering data, n=412. No bootstrap interval yet.
Ninja gathering Ninja — gathering data, n=412. 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.

AeroPress

1.00–1.00

Keurig

0.88–0.88

Hamilton Beach

0.75–0.75

Nespresso

0.63–0.63

Mr. Coffee

0.25–0.50