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 espresso machine for home with grinder

Breville takes the top spot in 100.0% of resamples. Of 6 ranked brands, only 4 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 Express Impress - Assisted Manual Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes876?utm=airanks.net258
Barista Pro - Fast Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes878?utm=airanks.net185
Barista Touch Impress - Beginner-Friendly Espresso Machine | Breville (US)www.breville.combreville.com/en-us/product/bes881?utm=airanks.net182
Oracle® Jet - Automatic Coffee Machine | Breville (US)www.breville.combreville.com/en-us/product/BES985?utm=airanks.net94
La Specialista Opera Espresso Machine EC9555M | De'Longhi USwww.delonghi.comdelonghi.com/en-us/p/la-specialist…ml?utm=airanks.net82
La Specialista Espresso Machine Collection | De'Longhiwww.delonghi.comdelonghi.com/en-us/e/la-specialist…ne?utm=airanks.net67
Ninja Luxe Café Mini Plus Espresso Machine Review: 4.5 Stars | Homes and Gardenswww.homesandgardens.comhomesandgardens.com/household/kitc…ew?utm=airanks.net62
Barista Express - All In One Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/bes870?utm=airanks.net51
Manual Coffee Machines & Makers | De'Longhi USwww.delonghi.comdelonghi.com/en-us/c/coffee-e-espr…ta?utm=airanks.net47

The Ranking, With Its Uncertainty

Breville locked Breville — ci 1.00–1.00 · n=402 · 100.0% of resamples held this rank · named in 100% of answers
De'Longhi locked De'Longhi — ci 0.80–0.80 · n=402 · 100.0% of resamples held this rank · named in 62% of answers
Ninja locked Ninja — ci 0.60–0.60 · n=402 · 100.0% of resamples held this rank · named in 36% of answers
JURA firm JURA — ci 0.20–0.40 · n=402 · 87.4% of resamples held this rank · named in 2% of answers
Philips soft Philips — ci 0.00–0.40 · n=402 · 78.2% of resamples held this rank · named in 1% of answers
Gaggia gathering Gaggia — gathering data, n=402. 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

0.80–0.80

Ninja

0.60–0.60

JURA

0.20–0.40

Philips

0.00–0.40