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 hard water areas

Breville takes the top spot in 100.0% of resamples. Of 18 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

the Luxe Brewer™ Thermal | Breville (US)www.breville.combreville.com/en-us/product/bdc465?utm=airanks.net175
Technivorm Moccamaster KGBV Select review: Still my favorite coffee maker | Tom's Guidewww.tomsguide.comtomsguide.com/home/coffee-makers/t…ew?utm=airanks.net109
8-Cup Coffee Maker with Podless Single-Serve Function and Glass Carafewww.oxo.comoxo.com/8-cup-coffee-maker-with-po…ml?utm=airanks.net68
How to Descale Your Moccamaster Coffee Brewer: A Step-by-Step Guide - Moccamaster USAus.moccamaster.comus.moccamaster.com/blogs/blog/how-…de?utm=airanks.net52
Ninja® DualBrew Hot & Iced Coffee Maker Coffee & Tea Makers - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-du…01?utm=airanks.net48
What kind of water should I use? – Moccamaster USAsupport.moccamaster.comsupport.moccamaster.com/hc/en-us/a…se?utm=airanks.net38

The Ranking, With Its Uncertainty

Breville locked Breville — ci 1.00–1.00 · n=399 · 100.0% of resamples held this rank · named in 78% of answers
Technivorm locked Technivorm — ci 0.88–0.94 · n=399 · 96.9% of resamples held this rank · named in 62% of answers
OXO locked OXO — ci 0.88–0.94 · n=399 · 96.9% of resamples held this rank · named in 46% of answers
Cuisinart locked Cuisinart — ci 0.76–0.82 · n=399 · 95.1% of resamples held this rank · named in 21% of answers
Ninja locked Ninja — ci 0.76–0.82 · n=399 · 95.1% of resamples held this rank · named in 21% of answers
Bonavita soft Bonavita — ci 0.65–0.71 · n=399 · 70.0% of resamples held this rank · named in 6% of answers
Zojirushi contested Zojirushi — ci 0.59–0.71 · n=399 · 63.1% of resamples held this rank · named in 5% of answers
Keurig firm Keurig — ci 0.59–0.65 · n=399 · 90.6% of resamples held this rank · named in 5% of answers
Nespresso unsettled Nespresso — ci 0.18–0.53 · n=399 · 36.6% of resamples held this rank · named in 2% of answers
Chemex unsettled Chemex — ci 0.18–0.53 · n=399 · 24.5% of resamples held this rank · named in 2% of answers
Fellow gathering Fellow — gathering data, n=399. No bootstrap interval yet.
Philips gathering Philips — gathering data, n=399. No bootstrap interval yet.
Smeg gathering Smeg — gathering data, n=399. No bootstrap interval yet.
De'Longhi gathering De'Longhi — gathering data, n=399. No bootstrap interval yet.
Hamilton Beach gathering Hamilton Beach — gathering data, n=399. No bootstrap interval yet.
Gaggia gathering Gaggia — gathering data, n=399. No bootstrap interval yet.
Braun gathering Braun — gathering data, n=399. No bootstrap interval yet.
AeroPress gathering AeroPress — gathering data, n=399. 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

Technivorm

0.88–0.94

OXO

0.88–0.94

Cuisinart

0.76–0.82

Ninja

0.76–0.82

Bonavita

0.65–0.71

Zojirushi

0.59–0.71

Keurig

0.59–0.65

Nespresso

0.18–0.53

Chemex

0.18–0.53