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

What is the best budget robot vacuum

Roborock takes the top spot in 100.0% of resamples. Of 5 ranked brands, only 3 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

The 3 Best Budget Robot Vacuums of 2026 - RTINGS.comwww.rtings.comrtings.com/robot-vacuum/reviews/be…et?utm=airanks.net69
The 4 best cheap robot vacuums you can buy in 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/best-chea…ms?utm=airanks.net61
Dreame D10 Plus Gen 2 Robot Vacuum Cleaner and Mop | Dreame USwww.dreametech.comdreametech.com/products/d10-plus-g…um?utm=airanks.net10
Roborock Q10 S5+ Robot Vacuum and Mop with Auto-Empty Dock | Roborock US Official Storeus.roborock.comus.roborock.com/products/roborock-…us?utm=airanks.net9
I tested the Roborock Q7 M5 robot vacuum cleaner and mop and it's ideal for first timerswww.tomsguide.comtomsguide.com/home/smart-home/robo…ew?utm=airanks.net9
Roborock Q7 M5 Robot Vacuum and Mop with 10,000 Pa Power Suction (Upgr | Roborock US Official Storeus.roborock.comus.roborock.com/products/roborock-q7-m5?utm=airanks.net6

The Ranking, With Its Uncertainty

Roborock locked Roborock — ci 1.00–1.00 · n=115 · 100.0% of resamples held this rank · named in 90% of answers
Dreame locked Dreame — ci 0.75–0.75 · n=115 · 100.0% of resamples held this rank · named in 77% of answers
Ecovacs soft Ecovacs — ci 0.25–0.50 · n=115 · 71.2% of resamples held this rank · named in 42% of answers
Eufy contested Eufy — ci 0.00–0.50 · n=115 · 61.1% of resamples held this rank · named in 37% of answers
iRobot firm iRobot — ci 0.00–0.25 · n=115 · 86.7% of resamples held this rank · named in 31% 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.

Roborock

1.00–1.00

Dreame

0.75–0.75

Ecovacs

0.25–0.50

Eufy

0.00–0.50

iRobot

0.00–0.25