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 coffee makers for home use

Keurig takes the top spot in 96.4% of resamples. Of 10 ranked brands, only 7 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

6 Best Single-Serve Coffee Makers of 2026, Tested by Expertswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net197
Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net141
4 Best Single-Serve Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net127
VertuoPlus | Espresso and Coffee Makers | Nespresso USAwww.nespresso.comnespresso.com/us/en/vertuoplus?utm=airanks.net115
Keurig® K-Supreme Plus® SMARTwww.keurig.comkeurig.com/content/k-supreme-plus-…er?utm=airanks.net85
Ninja® Single-Serve Pods & Grounds Specialty Coffee Maker Black Coffee & Tea Makers - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-pb…51?utm=airanks.net77
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net73
Vertuo Pop+ Candy Pink - Vertuo Coffee Machine - Nespresso USAwww.nespresso.comnespresso.com/us/en/order/machines…nk?utm=airanks.net59
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.net51
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/Coffee-Makers/Home-Coff…er?utm=airanks.net45

The Ranking, With Its Uncertainty

Keurig locked Keurig — ci 0.89–1.00 · n=399 · 96.4% of resamples held this rank · named in 100% of answers
Nespresso locked Nespresso — ci 0.89–1.00 · n=399 · 96.4% of resamples held this rank · named in 100% of answers
Ninja locked Ninja — ci 0.78–0.78 · n=399 · 100.0% of resamples held this rank · named in 92% of answers
Cuisinart locked Cuisinart — ci 0.67–0.67 · n=399 · 100.0% of resamples held this rank · named in 39% of answers
Breville locked Breville — ci 0.56–0.56 · n=399 · 100.0% of resamples held this rank · named in 14% of answers
Hamilton Beach locked Hamilton Beach — ci 0.33–0.44 · n=399 · 97.2% of resamples held this rank · named in 4% of answers
Technivorm firm Technivorm — ci 0.22–0.44 · n=399 · 92.1% of resamples held this rank · named in 2% of answers
OXO gathering OXO — gathering data, n=399. No bootstrap interval yet.
De'Longhi gathering De'Longhi — gathering data, n=399. No bootstrap interval yet.
AeroPress gathering AeroPress — 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.

Keurig

0.89–1.00

Nespresso

0.89–1.00

Ninja

0.78–0.78

Cuisinart

0.67–0.67

Breville

0.56–0.56

Hamilton Beach

0.33–0.44

Technivorm

0.22–0.44

7 of 10 brands measured · 6 dominance edges · 5 rungs · 2 pairs the data does not separate