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 pods

Technivorm takes the top spot in 92.9% of resamples. Of 13 ranked brands, only 5 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.net244
Single Cup Coffee Maker: Best One Cup Coffee Maker - Moccamaster USAus.moccamaster.comus.moccamaster.com/products/cup-one?utm=airanks.net214
Grind & Brew Single-Serve Coffee Maker Parts & Accessories - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net129
Grind & Brew Single Serve Coffee Maker (DGB-30) | $60 Off! - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net49
aeropress.comaeropress.comaeropress.com/products/aeropress-c…er?utm=airanks.net40
Grind & Brew Single-Serve Coffee Maker (DGB-2) | $90 Off! - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net39
De'Longhi TrueBrew Automatic Coffee Machine - Black Matte CAM51015B | De'Longhi USwww.delonghi.comdelonghi.com/en-us/p/drip-coffee-m…ml?utm=airanks.net31
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.net28
8-Cup Coffee Maker with Podless Single-Serve Function and Glass Carafewww.oxo.comoxo.com/8-cup-coffee-maker-with-po…ml?utm=airanks.net27
Hamilton Beach FAQshamiltonbeach.comhamiltonbeach.com/frequently-asked…ns?utm=airanks.net22

The Ranking, With Its Uncertainty

Technivorm firm Technivorm — ci 0.92–1.00 · n=402 · 92.9% of resamples held this rank · named in 67% of answers
Hamilton Beach firm Hamilton Beach — ci 0.92–1.00 · n=402 · 92.9% of resamples held this rank · named in 77% of answers
Cuisinart locked Cuisinart — ci 0.83–0.83 · n=402 · 100.0% of resamples held this rank · named in 63% of answers
AeroPress firm AeroPress — ci 0.67–0.75 · n=402 · 92.8% of resamples held this rank · named in 26% of answers
Ninja soft Ninja — ci 0.58–0.75 · n=402 · 72.0% of resamples held this rank · named in 18% of answers
OXO soft OXO — ci 0.50–0.67 · n=402 · 71.6% of resamples held this rank · named in 18% of answers
De'Longhi firm De'Longhi — ci 0.50–0.58 · n=402 · 90.9% of resamples held this rank · named in 13% of answers
Breville contested Breville — ci 0.17–0.42 · n=402 · 47.9% of resamples held this rank · named in 3% of answers
Keurig unsettled Keurig — ci 0.17–0.42 · n=402 · 39.8% of resamples held this rank · named in 2% of answers
Melitta unsettled Melitta — ci 0.00–0.42 · n=402 · 43.1% of resamples held this rank · named in 1% of answers
Fellow gathering Fellow — gathering data, n=402. No bootstrap interval yet.
Mr. Coffee gathering Mr. Coffee — gathering data, n=402. No bootstrap interval yet.
Zojirushi gathering Zojirushi — 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.

Technivorm

0.92–1.00

Hamilton Beach

0.92–1.00

Cuisinart

0.83–0.83

AeroPress

0.67–0.75

Ninja

0.58–0.75

OXO

0.50–0.67

De'Longhi

0.50–0.58

Breville

0.17–0.42

Keurig

0.17–0.42

Melitta

0.00–0.42

10 of 13 brands measured · 15 dominance edges · 5 rungs · 9 pairs the data does not separate