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 single serve coffee maker without pod

Technivorm takes the top spot in 99.3% 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

Hamilton Beach® The Scoop® Single-Serve Coffee Maker withhamiltonbeach.comhamiltonbeach.com/hamilton-beach-t…df?utm=airanks.net241
Single Cup Coffee Maker: Best One Cup Coffee Maker - Moccamaster USAus.moccamaster.comus.moccamaster.com/products/cup-one?utm=airanks.net233
Grind & Brew Single-Serve Coffee Maker Parts & Accessories - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net125
Grind & Brew Single Serve Coffee Maker (DGB-30) | $60 Off! - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net46
Grind & Brew Single-Serve Coffee Maker (DGB-2) | $90 Off! - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net44
8-Cup Coffee Maker with Podless Single-Serve Function and Glass Carafewww.oxo.comoxo.com/8-cup-coffee-maker-with-po…ml?utm=airanks.net44
Pour-Over Coffee Maker with Water Tank | OXO Good Gripswww.oxo.comoxo.com/more-oxo/pour-over-coffee-…ml?utm=airanks.net35
The Best Single-Serve Coffee Maker for All the Pod People Out There (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-single-s…er?utm=airanks.net29
aeropress.comaeropress.comaeropress.com/products/aeropress-c…er?utm=airanks.net26
Ninja® Single-Serve Pods & Grounds Specialty Coffee Maker Black Coffee & Tea Makers - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-pb…51?utm=airanks.net25

The Ranking, With Its Uncertainty

Technivorm locked Technivorm — ci 1.00–1.00 · n=406 · 99.3% of resamples held this rank · named in 66% of answers
Hamilton Beach locked Hamilton Beach — ci 0.92–0.92 · n=406 · 99.3% of resamples held this rank · named in 71% of answers
Cuisinart locked Cuisinart — ci 0.83–0.83 · n=406 · 100.0% of resamples held this rank · named in 60% of answers
OXO firm OXO — ci 0.67–0.75 · n=406 · 92.3% of resamples held this rank · named in 27% of answers
AeroPress soft AeroPress — ci 0.58–0.75 · n=406 · 71.4% of resamples held this rank · named in 22% of answers
Ninja soft Ninja — ci 0.58–0.67 · n=406 · 77.9% of resamples held this rank · named in 17% of answers
De'Longhi locked De'Longhi — ci 0.50–0.50 · n=406 · 100.0% of resamples held this rank · named in 9% of answers
Melitta firm Melitta — ci 0.33–0.42 · n=406 · 80.3% of resamples held this rank · named in 4% of answers
Breville soft Breville — ci 0.25–0.42 · n=406 · 65.8% of resamples held this rank · named in 3% of answers
Keurig soft Keurig — ci 0.17–0.33 · n=406 · 66.3% of resamples held this rank · named in 1% of answers
Fellow gathering Fellow — gathering data, n=406. No bootstrap interval yet.
Instant Pot gathering Instant Pot — gathering data, n=406. No bootstrap interval yet.
Mr. Coffee gathering Mr. Coffee — gathering data, n=406. 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.

Technivorm

1.00–1.00

Hamilton Beach

0.92–0.92

Cuisinart

0.83–0.83

OXO

0.67–0.75

AeroPress

0.58–0.75

Ninja

0.58–0.67

De'Longhi

0.50–0.50

Melitta

0.33–0.42

Breville

0.25–0.42

Keurig

0.17–0.33

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