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

Skip to main content

The Question

← all rankings / dataset COBALT

Best coffee maker for college students

Keurig takes the top spot in 100.0% of resamples. Of 9 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 Ranking, With Its Uncertainty

Keurig locked Keurig — ci 1.00–1.00 · n=405 · 100.0% of resamples held this rank · named in 99% of answers
AeroPress locked AeroPress — ci 0.88–0.88 · n=405 · 100.0% of resamples held this rank · named in 89% of answers
Hamilton Beach locked Hamilton Beach — ci 0.75–0.75 · n=405 · 100.0% of resamples held this rank · named in 29% of answers
Nespresso locked Nespresso — ci 0.63–0.63 · n=405 · 100.0% of resamples held this rank · named in 19% of answers
Ninja locked Ninja — ci 0.50–0.50 · n=405 · 99.9% of resamples held this rank · named in 6% of answers
OXO firm OXO — ci 0.25–0.38 · n=405 · 85.4% of resamples held this rank · named in 3% of answers
Cuisinart contested Cuisinart — ci 0.00–0.38 · n=405 · 49.3% of resamples held this rank · named in 1% of answers
Mr. Coffee contested Mr. Coffee — ci 0.00–0.38 · n=405 · 54.0% of resamples held this rank · named in 1% of answers
Zojirushi gathering Zojirushi — gathering data, n=405. 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.

Keurig

1.00–1.00

AeroPress

0.88–0.88

Hamilton Beach

0.75–0.75

Nespresso

0.63–0.63

Ninja

0.50–0.50

OXO

0.25–0.38

Cuisinart

0.00–0.38

Mr. Coffee

0.00–0.38