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 reddit

Technivorm takes the top spot in 100.0% of resamples. Of 19 ranked brands, only 9 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

What’s the best coffee maker you guys have used??www.reddit.comreddit.com/r/BuyItForLife/comments…d/?utm=airanks.net218
Coffee snobs, what's the Best Drip Coffee Maker right now for daily use?www.reddit.comreddit.com/r/JamesHoffmann/comment…r/?utm=airanks.net79
Best drip coffee makers for home with no bells and whistles?www.reddit.comreddit.com/r/JamesHoffmann/comment…s/?utm=airanks.net33
kind citizens, what is the best coffee maker you've ever used?www.reddit.comreddit.com/r/BuyItForLife/comments…e/?utm=airanks.net31

The Ranking, With Its Uncertainty

Technivorm locked Technivorm — ci 1.00–1.00 · n=399 · 100.0% of resamples held this rank · named in 98% of answers
Bonavita firm Bonavita — ci 0.89–0.94 · n=399 · 88.5% of resamples held this rank · named in 73% of answers
OXO firm OXO — ci 0.89–0.94 · n=399 · 88.5% of resamples held this rank · named in 72% of answers
AeroPress locked AeroPress — ci 0.83–0.83 · n=399 · 100.0% of resamples held this rank · named in 75% of answers
Fellow locked Fellow — ci 0.78–0.78 · n=399 · 99.4% of resamples held this rank · named in 25% of answers
Breville firm Breville — ci 0.67–0.72 · n=399 · 83.5% of resamples held this rank · named in 28% of answers
Zojirushi soft Zojirushi — ci 0.56–0.72 · n=399 · 68.6% of resamples held this rank · named in 17% of answers
Ninja contested Ninja — ci 0.56–0.67 · n=399 · 47.4% of resamples held this rank · named in 17% of answers
Mr. Coffee contested Mr. Coffee — ci 0.56–0.67 · n=399 · 52.9% of resamples held this rank · named in 18% of answers
Chemex locked Chemex — ci 0.50–0.50 · n=399 · 99.2% of resamples held this rank · named in 10% of answers
Cuisinart firm Cuisinart — ci 0.39–0.44 · n=399 · 87.1% of resamples held this rank · named in 6% of answers
Melitta firm Melitta — ci 0.39–0.44 · n=399 · 85.5% of resamples held this rank · named in 4% of answers
Keurig contested Keurig — ci 0.11–0.33 · n=399 · 56.6% of resamples held this rank · named in 1% of answers
Gaggia unsettled Gaggia — ci 0.11–0.33 · n=399 · 36.8% of resamples held this rank · named in 1% of answers
Nespresso gathering Nespresso — gathering data, n=399. No bootstrap interval yet.
Hamilton Beach gathering Hamilton Beach — gathering data, n=399. No bootstrap interval yet.
Rancilio gathering Rancilio — gathering data, n=399. No bootstrap interval yet.
JURA gathering JURA — gathering data, n=399. No bootstrap interval yet.
De'Longhi gathering De'Longhi — 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

Bonavita

0.89–0.94

OXO

0.89–0.94

AeroPress

0.83–0.83

Fellow

0.78–0.78

Breville

0.67–0.72

Zojirushi

0.56–0.72

Ninja

0.56–0.67

Mr. Coffee

0.56–0.67

Chemex

0.50–0.50

Cuisinart

0.39–0.44

Melitta

0.39–0.44

Keurig

0.11–0.33

Gaggia

0.11–0.33