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 for the money

OXO takes the top spot in 100.0% of resamples. Of 12 ranked brands, only 8 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

5 Best Drip Coffee Makers, According to Our Testswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…r/?utm=airanks.net293
8-Cup Coffee Makerwww.oxo.comoxo.com/8-cup-coffee-maker.html?utm=airanks.net200
6 Best Drip Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net126
Best coffee maker 2026: we tested over 90 machines, and these are the top 7 | Tom's Guidewww.tomsguide.comtomsguide.com/home/coffee-makers/b…rs?utm=airanks.net74
7 Best Coffee Makers (2026): Ratio, Fellow, Moccamaster | WIREDwww.wired.comwired.com/gallery/best-coffee-makers/?utm=airanks.net49
The Best Drip Coffee Makers, Test Kitchen Vetted & Editor Approved (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-drip-cof…rs?utm=airanks.net47
The 9 Best Drip Coffee Makers - Tested For Delicious, Easy Brews to Suit Any Routinewww.homesandgardens.comhomesandgardens.com/buying-guides/…rs?utm=airanks.net42
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.net41
PerfecTemp® 14-Cup Programmable Coffee Maker | $30 Off! - Cuisinartwww.cuisinart.comcuisinart.com/14-cup-programmable-…ml?utm=airanks.net39
8-Cup Coffee Makerwww.oxo.comoxo.com/shop/coffee-beverage/coffe…ml?utm=airanks.net30

The Ranking, With Its Uncertainty

OXO locked OXO — ci 1.00–1.00 · n=410 · 100.0% of resamples held this rank · named in 91% of answers
Ninja locked Ninja — ci 0.91–0.91 · n=410 · 100.0% of resamples held this rank · named in 48% of answers
Technivorm locked Technivorm — ci 0.82–0.82 · n=410 · 98.6% of resamples held this rank · named in 66% of answers
Zojirushi firm Zojirushi — ci 0.64–0.73 · n=410 · 92.4% of resamples held this rank · named in 24% of answers
Cuisinart firm Cuisinart — ci 0.64–0.73 · n=410 · 93.7% of resamples held this rank · named in 21% of answers
Bonavita locked Bonavita — ci 0.55–0.55 · n=410 · 99.9% of resamples held this rank · named in 16% of answers
Mr. Coffee unsettled Mr. Coffee — ci 0.18–0.45 · n=410 · 37.0% of resamples held this rank · named in 5% of answers
Hamilton Beach unsettled Hamilton Beach — ci 0.18–0.45 · n=410 · 32.2% of resamples held this rank · named in 5% of answers
Breville unsettled Breville — ci 0.18–0.45 · n=410 · 40.0% of resamples held this rank · named in 7% of answers
Keurig firm Keurig — ci 0.09–0.27 · n=410 · 80.2% of resamples held this rank · named in 5% of answers
AeroPress soft AeroPress — ci 0.00–0.18 · n=410 · 77.0% of resamples held this rank · named in 3% of answers
Fellow firm Fellow — ci 0.00–0.09 · n=410 · 83.7% of resamples held this rank · named in 2% of answers

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.

OXO

1.00–1.00

Ninja

0.91–0.91

Technivorm

0.82–0.82

Zojirushi

0.64–0.73

Cuisinart

0.64–0.73

Bonavita

0.55–0.55

Mr. Coffee

0.18–0.45

Hamilton Beach

0.18–0.45

Breville

0.18–0.45

Keurig

0.09–0.27

AeroPress

0.00–0.18

Fellow

0.00–0.09

12 of 12 brands measured · 14 dominance edges · 7 rungs · 13 pairs the data does not separate