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 americano

Breville takes the top spot in 100.0% of resamples. Of 12 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

Bambino Plus - Small Home Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes500?utm=airanks.net210
How to make an Americano coffeewww.delonghi.comdelonghi.com/en-us/e/r/americano-coffee?utm=airanks.net117
Barista Express - All In One Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes870?utm=airanks.net76
Tutorials - How to make an Americano | the Barista Express® | Brevillewww.breville.combreville.com/inspiration/en-us/tut…no?utm=airanks.net67
La Specialista Opera Espresso Machine EC9555M | De'Longhi USwww.delonghi.comdelonghi.com/en-us/p/la-specialist…ml?utm=airanks.net50
Tutorials - How to make an Americano | the Bambino® Plus | Brevillewww.breville.combreville.com/inspiration/en-us/tut…no?utm=airanks.net49
Ninja Luxe™ Café Pro 4 in 1 Espresso Drip Coffee & Cold Brew Maker With Hot Water Dispenser Espresso Machines - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-lu…01?utm=airanks.net44
Magnifica Range Automatic Coffee Machines | De'Longhiwww.delonghi.comdelonghi.com/en-us/e/coffee/automa…ca?utm=airanks.net36
Bambino - Compact Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes450?utm=airanks.net30
Puck & Beanpuckbean.compuckbean.com/best-espresso-machine…e/?utm=airanks.net29

The Ranking, With Its Uncertainty

Breville locked Breville — ci 1.00–1.00 · n=404 · 100.0% of resamples held this rank · named in 97% of answers
De'Longhi locked De'Longhi — ci 0.91–0.91 · n=404 · 100.0% of resamples held this rank · named in 83% of answers
Ninja locked Ninja — ci 0.82–0.82 · n=404 · 100.0% of resamples held this rank · named in 25% of answers
Nespresso soft Nespresso — ci 0.64–0.73 · n=404 · 73.2% of resamples held this rank · named in 14% of answers
Gaggia soft Gaggia — ci 0.55–0.73 · n=404 · 70.5% of resamples held this rank · named in 10% of answers
Philips firm Philips — ci 0.45–0.64 · n=404 · 85.0% of resamples held this rank · named in 6% of answers
JURA firm JURA — ci 0.36–0.55 · n=404 · 80.3% of resamples held this rank · named in 5% of answers
Fellow firm Fellow — ci 0.27–0.45 · n=404 · 86.5% of resamples held this rank · named in 2% of answers
Rancilio gathering Rancilio — gathering data, n=404. No bootstrap interval yet.
Keurig gathering Keurig — gathering data, n=404. No bootstrap interval yet.
Technivorm gathering Technivorm — gathering data, n=404. No bootstrap interval yet.
Cuisinart gathering Cuisinart — gathering data, n=404. 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.

Breville

1.00–1.00

De'Longhi

0.91–0.91

Ninja

0.82–0.82

Nespresso

0.64–0.73

Gaggia

0.55–0.73

Philips

0.45–0.64

JURA

0.36–0.55

Fellow

0.27–0.45

8 of 12 brands measured · 8 dominance edges · 6 rungs · 7 pairs the data does not separate