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 single person

Technivorm takes the top spot in 65.4% of resamples. Of 16 ranked brands, only 6 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.net171
Nespresso Essenza - Pure White | Compact Mini Espresso Machinewww.nespresso.comnespresso.com/us/en/order/machines…te?utm=airanks.net68
4 Best Single-Serve Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net43
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.net40
Nespresso Essenza - Piano Black | Compact Mini Espresso Machinewww.nespresso.comnespresso.com/us/en/order/machines…ck?utm=airanks.net39
Ninja® Single-Serve Pods & Grounds Specialty Coffee Maker Sage Green Coffee & Tea Makers - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-si…SG?utm=airanks.net36

The Ranking, With Its Uncertainty

Technivorm soft Technivorm — ci 0.93–1.00 · n=411 · 65.4% of resamples held this rank · named in 66% of answers
AeroPress contested AeroPress — ci 0.93–1.00 · n=411 · 64.7% of resamples held this rank · named in 69% of answers
Keurig locked Keurig — ci 0.80–0.87 · n=411 · 96.3% of resamples held this rank · named in 90% of answers
Nespresso locked Nespresso — ci 0.80–0.87 · n=411 · 97.2% of resamples held this rank · named in 84% of answers
Ninja locked Ninja — ci 0.73–0.73 · n=411 · 99.5% of resamples held this rank · named in 25% of answers
OXO locked OXO — ci 0.67–0.67 · n=411 · 99.5% of resamples held this rank · named in 20% of answers
Cuisinart firm Cuisinart — ci 0.53–0.60 · n=411 · 90.8% of resamples held this rank · named in 10% of answers
Breville firm Breville — ci 0.53–0.60 · n=411 · 90.3% of resamples held this rank · named in 11% of answers
Hamilton Beach contested Hamilton Beach — ci 0.33–0.47 · n=411 · 52.2% of resamples held this rank · named in 4% of answers
Fellow unsettled Fellow — ci 0.27–0.47 · n=411 · 41.8% of resamples held this rank · named in 2% of answers
Zojirushi contested Zojirushi — ci 0.07–0.47 · n=411 · 49.2% of resamples held this rank · named in 1% of answers
Bonavita unsettled Bonavita — ci 0.13–0.40 · n=411 · 41.5% of resamples held this rank · named in 2% of answers
De'Longhi gathering De'Longhi — gathering data, n=411. No bootstrap interval yet.
Smeg gathering Smeg — gathering data, n=411. No bootstrap interval yet.
Instant Pot gathering Instant Pot — gathering data, n=411. No bootstrap interval yet.
Melitta gathering Melitta — gathering data, n=411. 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

0.93–1.00

AeroPress

0.93–1.00

Keurig

0.80–0.87

Nespresso

0.80–0.87

Ninja

0.73–0.73

OXO

0.67–0.67

Cuisinart

0.53–0.60

Breville

0.53–0.60

Hamilton Beach

0.33–0.47

Fellow

0.27–0.47

Zojirushi

0.07–0.47

Bonavita

0.13–0.40