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 makers for home use

OXO takes the top spot in 99.7% of resamples. Of 18 ranked brands, only 8 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.net133
7 Best Coffee Makers (2026): Ratio, Fellow, Moccamaster | WIREDwww.wired.comwired.com/gallery/best-coffee-makers/?utm=airanks.net112
The Best Drip Coffee Makers, Test Kitchen Vetted & Editor Approved (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-drip-cof…rs?utm=airanks.net90
The 7 best espresso machines you can buy in 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/home/coffee-makers/b…es?utm=airanks.net74
8 Best Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net57
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net54

The Ranking, With Its Uncertainty

OXO locked OXO — ci 1.00–1.00 · n=402 · 99.7% of resamples held this rank · named in 74% of answers
Technivorm locked Technivorm — ci 0.94–0.94 · n=402 · 99.7% of resamples held this rank · named in 96% of answers
Breville locked Breville — ci 0.88–0.88 · n=402 · 100.0% of resamples held this rank · named in 94% of answers
Fellow soft Fellow — ci 0.76–0.82 · n=402 · 74.5% of resamples held this rank · named in 42% of answers
Nespresso soft Nespresso — ci 0.76–0.82 · n=402 · 74.4% of resamples held this rank · named in 76% of answers
Ninja locked Ninja — ci 0.71–0.71 · n=402 · 99.8% of resamples held this rank · named in 60% of answers
Keurig soft Keurig — ci 0.59–0.65 · n=402 · 75.7% of resamples held this rank · named in 34% of answers
Cuisinart soft Cuisinart — ci 0.59–0.65 · n=402 · 74.3% of resamples held this rank · named in 16% of answers
De'Longhi firm De'Longhi — ci 0.47–0.53 · n=402 · 89.2% of resamples held this rank · named in 21% of answers
Zojirushi firm Zojirushi — ci 0.47–0.53 · n=402 · 89.9% of resamples held this rank · named in 11% of answers
Bonavita locked Bonavita — ci 0.41–0.41 · n=402 · 97.2% of resamples held this rank · named in 7% of answers
AeroPress locked AeroPress — ci 0.35–0.35 · n=402 · 97.5% of resamples held this rank · named in 5% of answers
JURA gathering JURA — gathering data, n=402. No bootstrap interval yet.
Hamilton Beach gathering Hamilton Beach — gathering data, n=402. No bootstrap interval yet.
Gaggia gathering Gaggia — gathering data, n=402. No bootstrap interval yet.
Philips gathering Philips — gathering data, n=402. No bootstrap interval yet.
Melitta gathering Melitta — gathering data, n=402. No bootstrap interval yet.
Chemex gathering Chemex — 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.

OXO

1.00–1.00

Technivorm

0.94–0.94

Breville

0.88–0.88

Fellow

0.76–0.82

Nespresso

0.76–0.82

Ninja

0.71–0.71

Keurig

0.59–0.65

Cuisinart

0.59–0.65

De'Longhi

0.47–0.53

Zojirushi

0.47–0.53

Bonavita

0.41–0.41

AeroPress

0.35–0.35