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 serve drip coffee maker

Technivorm takes the top spot in 100.0% of resamples. Of 16 ranked brands, only 3 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.net323
8-Cup Coffee Maker with Podless Single-Serve Function and Glass Carafewww.oxo.comoxo.com/8-cup-coffee-maker-with-po…ml?utm=airanks.net127
Hamilton Beach® The Scoop® Single-Serve Coffee Maker withhamiltonbeach.comhamiltonbeach.com/hamilton-beach-t…df?utm=airanks.net44
The Best Drip Coffee Makers, Test Kitchen Vetted & Editor Approved (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-drip-cof…rs?utm=airanks.net29
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net21
6 Best Single-Serve Coffee Makers of 2026, Tested by Expertswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net18
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.net17

The Ranking, With Its Uncertainty

Technivorm locked Technivorm — ci 1.00–1.00 · n=410 · 100.0% of resamples held this rank · named in 91% of answers
OXO locked OXO — ci 0.93–0.93 · n=410 · 100.0% of resamples held this rank · named in 66% of answers
Hamilton Beach soft Hamilton Beach — ci 0.80–0.87 · n=410 · 70.7% of resamples held this rank · named in 19% of answers
Keurig soft Keurig — ci 0.73–0.87 · n=410 · 65.8% of resamples held this rank · named in 24% of answers
Cuisinart contested Cuisinart — ci 0.60–0.80 · n=410 · 63.2% of resamples held this rank · named in 15% of answers
Ninja unsettled Ninja — ci 0.53–0.73 · n=410 · 44.6% of resamples held this rank · named in 13% of answers
Bonavita contested Bonavita — ci 0.53–0.73 · n=410 · 48.4% of resamples held this rank · named in 13% of answers
Zojirushi contested Zojirushi — ci 0.47–0.67 · n=410 · 61.7% of resamples held this rank · named in 10% of answers
Fellow soft Fellow — ci 0.47–0.54 · n=410 · 79.3% of resamples held this rank · named in 8% of answers
Nespresso firm Nespresso — ci 0.33–0.40 · n=410 · 93.4% of resamples held this rank · named in 5% of answers
Melitta soft Melitta — ci 0.13–0.40 · n=410 · 72.0% of resamples held this rank · named in 2% of answers
AeroPress gathering AeroPress — gathering data, n=410. No bootstrap interval yet.
De'Longhi gathering De'Longhi — gathering data, n=410. No bootstrap interval yet.
Breville gathering Breville — gathering data, n=410. No bootstrap interval yet.
Mr. Coffee gathering Mr. Coffee — gathering data, n=410. No bootstrap interval yet.
Instant Pot gathering Instant Pot — gathering data, n=410. 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

0.93–0.93

Hamilton Beach

0.80–0.87

Keurig

0.73–0.87

Cuisinart

0.60–0.80

Ninja

0.53–0.73

Bonavita

0.53–0.73

Zojirushi

0.47–0.67

Fellow

0.47–0.54

Nespresso

0.33–0.40

Melitta

0.13–0.40