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 one person

AeroPress takes the top spot in 100.0% of resamples. Of 13 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

AeroPress Original Coffee & Espresso Maker | AeroPressaeropress.comaeropress.com/products/aeropress-c…er?utm=airanks.net195
Single Cup Coffee Maker: Best One Cup Coffee Maker - Moccamaster USAus.moccamaster.comus.moccamaster.com/products/cup-one?utm=airanks.net172
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net107
Nespresso Essenza - Pure White | Compact Mini Espresso Machinewww.nespresso.comnespresso.com/us/en/order/machines…te?utm=airanks.net79
K-Mini® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/Coffee-Makers/Home-Coff…er?utm=airanks.net51
Nespresso Essenza - Piano Black | Compact Mini Espresso Machinewww.nespresso.comnespresso.com/us/en/order/machines…ck?utm=airanks.net48
Keurig's K-Mini Mate is a no-frills compact coffee maker that packs a serious flavor punchwww.techradar.comtechradar.com/home/coffee-machines…ew?utm=airanks.net48
4 Best Single-Serve Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net37
K-Mini® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/Home-Coffee-Makers/K-Mi…er?utm=airanks.net34
6 Best Single-Serve Coffee Makers of 2026, Tested by Expertswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net33

The Ranking, With Its Uncertainty

AeroPress locked AeroPress — ci 1.00–1.00 · n=405 · 100.0% of resamples held this rank · named in 86% of answers
Technivorm locked Technivorm — ci 0.92–0.92 · n=405 · 99.7% of resamples held this rank · named in 67% of answers
Keurig locked Keurig — ci 0.75–0.83 · n=405 · 95.4% of resamples held this rank · named in 83% of answers
Nespresso locked Nespresso — ci 0.75–0.83 · n=405 · 95.7% of resamples held this rank · named in 83% of answers
Ninja locked Ninja — ci 0.67–0.67 · n=405 · 99.7% of resamples held this rank · named in 18% of answers
OXO locked OXO — ci 0.58–0.58 · n=405 · 99.7% of resamples held this rank · named in 18% of answers
Fellow contested Fellow — ci 0.25–0.50 · n=405 · 55.3% of resamples held this rank · named in 4% of answers
Melitta unsettled Melitta — ci 0.17–0.50 · n=405 · 38.3% of resamples held this rank · named in 5% of answers
Hamilton Beach unsettled Hamilton Beach — ci 0.17–0.50 · n=405 · 27.7% of resamples held this rank · named in 3% of answers
Breville unsettled Breville — ci 0.17–0.50 · n=405 · 40.3% of resamples held this rank · named in 4% of answers
Cuisinart soft Cuisinart — ci 0.08–0.33 · n=405 · 72.8% of resamples held this rank · named in 3% of answers
Bonavita gathering Bonavita — gathering data, n=405. No bootstrap interval yet.
Mr. Coffee gathering Mr. Coffee — gathering data, n=405. 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.

AeroPress

1.00–1.00

Technivorm

0.92–0.92

Keurig

0.75–0.83

Nespresso

0.75–0.83

Ninja

0.67–0.67

OXO

0.58–0.58

Fellow

0.25–0.50

Melitta

0.17–0.50

Hamilton Beach

0.17–0.50

Breville

0.17–0.50

Cuisinart

0.08–0.33

11 of 13 brands measured · 11 dominance edges · 6 rungs · 11 pairs the data does not separate