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 with milk frother

De'Longhi takes the top spot in 100.0% of resamples. Of 10 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

Barista Touch Impress - Beginner-Friendly Espresso Machine | Breville (US)www.breville.combreville.com/en-us/product/bes881?utm=airanks.net231
Dinamica Plus Fully Automatic Espresso Machine ECAM38085SB | De'Longhi USwww.delonghi.comdelonghi.com/en-us/p/dinamica-plus…ml?utm=airanks.net80
Eletta Explore Espresso Machine | De'Longhiwww.delonghi.comdelonghi.com/en-us/e/eletta-explor…ne?utm=airanks.net80
The Barista Impress Series • Espresso Machines | Brevillewww.breville.combreville.com/us/en/barista-impress…ml?utm=airanks.net75
Magnifica Evo with LatteCrema System ECAM29084SB | De'Longhi USwww.delonghi.comdelonghi.com/en-us/p/magnifica-evo…ml?utm=airanks.net74
Ninja Luxe™ Café Premier Series Espresso Machine Drip Coffee Maker & Cold Brew Machine Espresso Machines - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-lu…01?utm=airanks.net71
Vertuo Lattissima Matte White & Glossy - Vertuo Coffee Machine - Nespresso USAwww.nespresso.comnespresso.com/us/en/order/machines…sy?utm=airanks.net40
Automatic Coffee Machines: Fully Auto Coffee Makers | De'Longhi USwww.delonghi.comdelonghi.com/en-us/c/coffee-e-espr…vo?utm=airanks.net39
Magnifica Espresso Machine Collection | De'Longhiwww.delonghi.comdelonghi.com/en-us/e/coffee/automa…ly?utm=airanks.net37
Bambino Plus - Small Home Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes500?utm=airanks.net36

The Ranking, With Its Uncertainty

De'Longhi locked De'Longhi — ci 1.00–1.00 · n=401 · 100.0% of resamples held this rank · named in 93% of answers
Breville locked Breville — ci 0.89–0.89 · n=401 · 100.0% of resamples held this rank · named in 93% of answers
Ninja locked Ninja — ci 0.78–0.78 · n=401 · 100.0% of resamples held this rank · named in 46% of answers
Nespresso locked Nespresso — ci 0.67–0.67 · n=401 · 100.0% of resamples held this rank · named in 52% of answers
Philips locked Philips — ci 0.56–0.56 · n=401 · 100.0% of resamples held this rank · named in 21% of answers
Keurig locked Keurig — ci 0.44–0.44 · n=401 · 100.0% of resamples held this rank · named in 15% of answers
Cuisinart gathering Cuisinart — gathering data, n=401. No bootstrap interval yet.
Mr. Coffee gathering Mr. Coffee — gathering data, n=401. No bootstrap interval yet.
JURA gathering JURA — gathering data, n=401. No bootstrap interval yet.
OXO gathering OXO — gathering data, n=401. 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.

De'Longhi

1.00–1.00

Breville

0.89–0.89

Ninja

0.78–0.78

Nespresso

0.67–0.67

Philips

0.56–0.56

Keurig

0.44–0.44

6 of 10 brands measured · 5 dominance edges · 6 rungs · 0 pairs the data does not separate