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 small spaces

Keurig takes the top spot in 100.0% of resamples. Of 15 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

The Ranking, With Its Uncertainty

Keurig locked Keurig — ci 1.00–1.00 · n=405 · 100.0% of resamples held this rank · named in 94% of answers
Nespresso locked Nespresso — ci 0.93–0.93 · n=405 · 98.8% of resamples held this rank · named in 80% of answers
AeroPress locked AeroPress — ci 0.86–0.86 · n=405 · 98.8% of resamples held this rank · named in 64% of answers
OXO locked OXO — ci 0.79–0.79 · n=405 · 100.0% of resamples held this rank · named in 43% of answers
Breville soft Breville — ci 0.57–0.71 · n=405 · 74.0% of resamples held this rank · named in 33% of answers
Zojirushi unsettled Zojirushi — ci 0.57–0.71 · n=405 · 35.6% of resamples held this rank · named in 10% of answers
Mr. Coffee contested Mr. Coffee — ci 0.57–0.71 · n=405 · 49.1% of resamples held this rank · named in 19% of answers
Hamilton Beach locked Hamilton Beach — ci 0.50–0.50 · n=405 · 99.7% of resamples held this rank · named in 10% of answers
De'Longhi contested De'Longhi — ci 0.21–0.43 · n=405 · 59.4% of resamples held this rank · named in 6% of answers
Technivorm unsettled Technivorm — ci 0.14–0.43 · n=405 · 36.9% of resamples held this rank · named in 4% of answers
Bonavita unsettled Bonavita — ci 0.07–0.43 · n=405 · 23.6% of resamples held this rank · named in 3% of answers
Ninja unsettled Ninja — ci 0.07–0.43 · n=405 · 22.7% of resamples held this rank · named in 2% of answers
Philips unsettled Philips — ci 0.07–0.29 · n=405 · 39.2% of resamples held this rank · named in 3% of answers
Cuisinart gathering Cuisinart — gathering data, n=405. No bootstrap interval yet.
Fellow gathering Fellow — 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

Nespresso

0.93–0.93

AeroPress

0.86–0.86

OXO

0.79–0.79

Breville

0.57–0.71

Zojirushi

0.57–0.71

Mr. Coffee

0.57–0.71

Hamilton Beach

0.50–0.50

De'Longhi

0.21–0.43

Technivorm

0.14–0.43

Bonavita

0.07–0.43

Ninja

0.07–0.43

Philips

0.07–0.29