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 coffee maker under 100

Ninja takes the top spot in 100.0% 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

ZUTTO® Coffee Maker EC-DAC50 – Zojirushi Online Storestore.zojirushi.comstore.zojirushi.com/products/ecdac50?utm=airanks.net123
Consumer Reportswww.consumerreports.orgconsumerreports.org/appliances/cof…7/?utm=airanks.net121
The Best Drip Coffee Makers, Test Kitchen Vetted & Editor Approved (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-drip-cof…rs?utm=airanks.net102
PerfecTemp® 14-Cup Programmable Coffee Maker | $30 Off! - Cuisinartwww.cuisinart.comcuisinart.com/14-cup-programmable-…ml?utm=airanks.net99
5 Best Drip Coffee Makers, According to Our Testswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…r/?utm=airanks.net91
Ninja Coffee 12 Cup Coffee Brewer Silver CE251 - Best Buywww.bestbuy.combestbuy.com/product/ninja-coffee-1…59?utm=airanks.net85
Keurig® K-Express™ Single Serve Coffee Makerwww.keurig.comkeurig.com/kexpress?utm=airanks.net78
Ninja 12 Cup Programmable Brewer - CE251 : Targetwww.target.comtarget.com/p/-/A-76618536?utm=airanks.net61
7 Best Coffee Makers (2026): Ratio, Fellow, Moccamaster | WIREDwww.wired.comwired.com/gallery/best-coffee-makers/?utm=airanks.net61
I love my Moccamaster, but $370 is a lot for drip coffee: This Ninja brewer is the best alternative (and it's under $90!) | Tom's Guidewww.tomsguide.comtomsguide.com/home/coffee-makers/i…90?utm=airanks.net45

The Ranking, With Its Uncertainty

Ninja locked Ninja — ci 1.00–1.00 · n=406 · 100.0% of resamples held this rank · named in 82% of answers
Zojirushi locked Zojirushi — ci 0.89–0.89 · n=406 · 100.0% of resamples held this rank · named in 65% of answers
Cuisinart locked Cuisinart — ci 0.78–0.78 · n=406 · 100.0% of resamples held this rank · named in 53% of answers
Keurig locked Keurig — ci 0.67–0.67 · n=406 · 100.0% of resamples held this rank · named in 59% of answers
Hamilton Beach locked Hamilton Beach — ci 0.56–0.56 · n=406 · 100.0% of resamples held this rank · named in 26% of answers
AeroPress locked AeroPress — ci 0.44–0.44 · n=406 · 100.0% of resamples held this rank · named in 14% of answers
Mr. Coffee locked Mr. Coffee — ci 0.33–0.33 · n=406 · 99.8% of resamples held this rank · named in 4% of answers
Bonavita soft Bonavita — ci 0.00–0.22 · n=406 · 66.7% of resamples held this rank · named in 2% of answers
OXO gathering OXO — gathering data, n=406. No bootstrap interval yet.
De'Longhi gathering De'Longhi — 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.

Ninja

1.00–1.00

Zojirushi

0.89–0.89

Cuisinart

0.78–0.78

Keurig

0.67–0.67

Hamilton Beach

0.56–0.56

AeroPress

0.44–0.44

Mr. Coffee

0.33–0.33

Bonavita

0.00–0.22

8 of 10 brands measured · 7 dominance edges · 8 rungs · 0 pairs the data does not separate