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 ninja

Ninja takes the top spot in 100.0% of resamples. Of 6 ranked brands, only 3 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

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.net284
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.net255
Ninja® Espresso & Coffee Barista System Coffee & Tea Makers - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-es…01?utm=airanks.net63
Ninja Luxe Cafe Mini Plus review: Ideal for total beginners due to this one game-changing feature | Tom's Guidewww.tomsguide.comtomsguide.com/home/coffee-makers/n…ew?utm=airanks.net57
Ninja Luxe Cafe Premier Espresso Machine Review: Beginner’s Luck | WIREDwww.wired.comwired.com/review/luxe-cafe-premier…e/?utm=airanks.net43
Ninja Luxe Café Premier Espresso Machine Review: Delicious Coffee – With Time and Effort – Tech Advisorwww.techadvisor.comtechadvisor.com/article/3062027/ni…ml?utm=airanks.net41
Ninja AutoBarista™ Pro Fully Automatic Espresso Machine in Stainless Steel | SharkNinjawww.sharkninja.comsharkninja.com/ninja-autobarista-p…ml?utm=airanks.net40
Ninja Luxe™ Café Premier Espresso Machine Grey | SharkNinjawww.ninjakitchen.comninjakitchen.com/products/ninja-lu…GM?utm=airanks.net36
Ninja Luxe Café Pro review: tested by a certified barista | Tom's Guidewww.tomsguide.comtomsguide.com/home/coffee-makers/n…ew?utm=airanks.net33
Ninja Luxe Café coffee maker review | Tom's Guidewww.tomsguide.comtomsguide.com/home/ninja-luxe-cafe…ew?utm=airanks.net26

The Ranking, With Its Uncertainty

Ninja locked Ninja — ci 1.00–1.00 · n=402 · 100.0% of resamples held this rank · named in 100% of answers
Breville locked Breville — ci 0.80–0.80 · n=402 · 100.0% of resamples held this rank · named in 24% of answers
Gaggia locked Gaggia — ci 0.60–0.60 · n=402 · 100.0% of resamples held this rank · named in 13% of answers
Rancilio soft Rancilio — ci 0.20–0.40 · n=402 · 73.2% of resamples held this rank · named in 5% of answers
De'Longhi soft De'Longhi — ci 0.20–0.40 · n=402 · 73.1% of resamples held this rank · named in 3% of answers
Nespresso gathering Nespresso — 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.

Ninja

1.00–1.00

Breville

0.80–0.80

Gaggia

0.60–0.60

Rancilio

0.20–0.40

De'Longhi

0.20–0.40