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

PHRASE

Skip to main content

The Question

← all rankings / dataset COBALT

Best single cup drip coffee maker

Technivorm takes the top spot in 100.0% of resamples. Of 14 ranked brands, only 2 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

Single Cup Coffee Maker: Best One Cup Coffee Maker - Moccamaster USAus.moccamaster.comus.moccamaster.com/products/cup-one?utm=airanks.net328
8-Cup Coffee Maker with Podless Single-Serve Function and Glass Carafewww.oxo.comoxo.com/8-cup-coffee-maker-with-po…ml?utm=airanks.net95
Ratio Four Coffee Machineratiocoffee.comratiocoffee.com/products/ratio-four?utm=airanks.net40
8-Cup Coffee Makerwww.oxo.comoxo.com/8-cup-coffee-maker.html?utm=airanks.net40
The Best Drip Coffee Makers, Test Kitchen Vetted & Editor Approved (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-drip-cof…rs?utm=airanks.net36
Hamilton Beach® The Scoop® Single-Serve Coffee Maker withhamiltonbeach.comhamiltonbeach.com/hamilton-beach-t…df?utm=airanks.net25
8-Cup Coffee Makerwww.oxo.comoxo.com/shop/coffee-beverage/coffe…ml?utm=airanks.net23
Moccamaster Cup-One review: The champ of hands-free coffee | Tom's Guidewww.tomsguide.comtomsguide.com/home/home-appliances…ew?utm=airanks.net20
Cup-One Brewers: Single Serve Coffee Maker - Moccamaster USAus.moccamaster.comus.moccamaster.com/collections/sin…rs?utm=airanks.net20
Ratio Four Coffee Machineratiocoffee.comratiocoffee.com/collections/best-s…ur?utm=airanks.net18

The Ranking, With Its Uncertainty

Technivorm locked Technivorm — ci 1.00–1.00 · n=399 · 100.0% of resamples held this rank · named in 97% of answers
OXO locked OXO — ci 0.92–0.92 · n=399 · 100.0% of resamples held this rank · named in 64% of answers
Fellow contested Fellow — ci 0.69–0.85 · n=399 · 45.5% of resamples held this rank · named in 11% of answers
Hamilton Beach unsettled Hamilton Beach — ci 0.69–0.85 · n=399 · 37.0% of resamples held this rank · named in 10% of answers
Bonavita contested Bonavita — ci 0.69–0.85 · n=399 · 56.6% of resamples held this rank · named in 10% of answers
Melitta unsettled Melitta — ci 0.38–0.62 · n=399 · 41.7% of resamples held this rank · named in 7% of answers
Keurig unsettled Keurig — ci 0.38–0.62 · n=399 · 37.6% of resamples held this rank · named in 7% of answers
Zojirushi unsettled Zojirushi — ci 0.38–0.62 · n=399 · 37.3% of resamples held this rank · named in 5% of answers
Cuisinart contested Cuisinart — ci 0.31–0.62 · n=399 · 57.0% of resamples held this rank · named in 4% of answers
Ninja contested Ninja — ci 0.08–0.38 · n=399 · 46.7% of resamples held this rank · named in 2% of answers
AeroPress unsettled AeroPress — ci 0.08–0.31 · n=399 · 32.6% of resamples held this rank · named in 2% of answers
Nespresso unsettled Nespresso — ci 0.08–0.31 · n=399 · 34.8% of resamples held this rank · named in 2% of answers
Breville gathering Breville — gathering data, n=399. No bootstrap interval yet.
Mr. Coffee gathering Mr. Coffee — 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.

Technivorm

1.00–1.00

OXO

0.92–0.92

Fellow

0.69–0.85

Hamilton Beach

0.69–0.85

Bonavita

0.69–0.85

Melitta

0.38–0.62

Keurig

0.38–0.62

Zojirushi

0.38–0.62

Cuisinart

0.31–0.62

Ninja

0.08–0.38

AeroPress

0.08–0.31

Nespresso

0.08–0.31

12 of 14 brands measured · 25 dominance edges · 5 rungs · 18 pairs the data does not separate