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 makers 2026 with grinder

Breville takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 4 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

We Tested 100+ Coffee Makers—These Are the Best With Grinderswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…r/?utm=airanks.net321
TrueBrew Drip Coffee Makers for Home Brewing | De'Longhiwww.delonghi.comdelonghi.com/en-us/e/truebrew-drip…er?utm=airanks.net168
The Grind Control Coffee Machine with Grinder | Breville (US)www.breville.combreville.com/en-us/product/bdc650?utm=airanks.net97
Ninja Luxe™ Café Pro 4 in 1 Espresso Drip Coffee & Cold Brew Maker With Hot Water Dispenser Espresso Machines - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-lu…01?utm=airanks.net89
Barista Express - All In One Espresso Machine | Breville | Breville (US)www.breville.combreville.com/en-us/product/BES870?utm=airanks.net66
Ninja Luxe™ Café Premier Series Espresso Machine Drip Coffee Maker & Cold Brew Machine Espresso Machines - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-lu…01?utm=airanks.net55
De'Longhi TrueBrew Automatic Coffee Machine - Black Matte CAM51015B | De'Longhi USwww.delonghi.comdelonghi.com/en-us/p/drip-coffee-m…ml?utm=airanks.net49
Barista Touch Impress - Beginner-Friendly Espresso Machine | Breville (US)www.breville.combreville.com/en-us/product/bes881?utm=airanks.net44
Grind & Brew Single-Serve Coffee Maker Parts & Accessories - Cuisinartwww.cuisinart.comcuisinart.com/grind-brew-single-se…ml?utm=airanks.net40

The Ranking, With Its Uncertainty

Breville locked Breville — ci 1.00–1.00 · n=401 · 100.0% of resamples held this rank · named in 100% of answers
De'Longhi locked De'Longhi — ci 0.88–0.88 · n=401 · 100.0% of resamples held this rank · named in 95% of answers
Ninja firm Ninja — ci 0.63–0.75 · n=401 · 89.8% of resamples held this rank · named in 64% of answers
Cuisinart firm Cuisinart — ci 0.63–0.75 · n=401 · 89.8% of resamples held this rank · named in 57% of answers
Philips contested Philips — ci 0.25–0.50 · n=401 · 50.9% of resamples held this rank · named in 2% of answers
Keurig gathering Keurig — gathering data, n=401. No bootstrap interval yet.
JURA gathering JURA — gathering data, n=401. No bootstrap interval yet.
Melitta gathering Melitta — gathering data, n=401. No bootstrap interval yet.
Miele gathering Miele — gathering data, n=401. 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.

Breville

1.00–1.00

De'Longhi

0.88–0.88

Ninja

0.63–0.75

Cuisinart

0.63–0.75

Philips

0.25–0.50