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 college kids

Keurig takes the top spot in 100.0% of resamples. Of 11 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

aeropress.comaeropress.comaeropress.com/products/aeropress-c…er?utm=airanks.net152
aeropress.comaeropress.comaeropress.com/products/aeropress-g…ss?utm=airanks.net125
PDP-Testwww.keurig.comkeurig.com/pdp?utm=airanks.net114
K-Mini Mate™ Coffee Maker | Keurigwww.keurig.comkeurig.com/p/Keurig-Mini-Mate?utm=airanks.net78
Consumer Reportswww.consumerreports.orgconsumerreports.org/appliances/cof…0/?utm=airanks.net75
K-Mini Mate™ Coffee Maker | Keurigwww.keurig.comkeurig.com/home-coffee-makers/k-mi…te?utm=airanks.net64
New Student FAQs | Yale Collegecollege.yale.educollege.yale.edu/welcome-yale-coll…qs?utm=airanks.net44
® Use & Care Guide K•Mini Get the most from yourdam.keurig.comdam.keurig.com/content/dam/public-…df?utm=airanks.net38
K-Mini® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/home-coffee-makers/k-mi…er?utm=airanks.net35
Nespresso Essenza - Pure White | Compact Mini Espresso Machinewww.nespresso.comnespresso.com/us/en/order/machines…te?utm=airanks.net32

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 0.90–0.90 · n=405 · 100.0% of resamples held this rank · named in 93% of answers
Hamilton Beach firm Hamilton Beach — ci 0.70–0.80 · n=405 · 82.7% of resamples held this rank · named in 27% of answers
Nespresso firm Nespresso — ci 0.70–0.80 · n=405 · 82.7% of resamples held this rank · named in 26% of answers
Ninja locked Ninja — ci 0.50–0.60 · n=405 · 97.5% of resamples held this rank · named in 8% of answers
OXO locked OXO — ci 0.50–0.50 · n=405 · 97.4% of resamples held this rank · named in 6% of answers
Cuisinart soft Cuisinart — ci 0.20–0.40 · n=405 · 67.8% of resamples held this rank · named in 2% of answers
Mr. Coffee contested Mr. Coffee — ci 0.20–0.40 · n=405 · 64.0% of resamples held this rank · named in 2% of answers
Instant Pot gathering Instant Pot — gathering data, n=405. No bootstrap interval yet.
Zojirushi gathering Zojirushi — gathering data, n=405. No bootstrap interval yet.
De'Longhi gathering De'Longhi — 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

0.90–0.90

Hamilton Beach

0.70–0.80

Nespresso

0.70–0.80

Ninja

0.50–0.60

OXO

0.50–0.50

Cuisinart

0.20–0.40

Mr. Coffee

0.20–0.40

8 of 11 brands measured · 11 dominance edges · 5 rungs · 3 pairs the data does not separate