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

PHRASE

Skip to main content

The Question

← all rankings / dataset COBALT

What is the best robot vacuum with smart home integration

Roborock takes the top spot in 100.0% of resamples. Of 7 ranked brands, only 2 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

Saros 10R - Beyond Slim. Beyond Powerful. | Roborock US Official Storeus.roborock.comus.roborock.com/pages/roborock-saros-10r?utm=airanks.net71
Saros 20 - Beyond Vision. Beyond Limits. | Roborock US Official Storeus.roborock.comus.roborock.com/pages/roborock-saros-20?utm=airanks.net32
The 4 Best Robot Vacuums of 2026 - RTINGS.comwww.rtings.comrtings.com/robot-vacuum/reviews/be…ot?utm=airanks.net24
Roborock Saros 20 – AdaptiLift™ Chassis 3.0 for Smooth Threshold Cross | Roborock US Official Storeus.roborock.comus.roborock.com/products/roborock-…20?utm=airanks.net21
Robot Vacuums & Smart Homes (2026): Matter, Alexa, Google & HomeKithouseholdrobot.nethouseholdrobot.net/guides/matter-h…me?utm=airanks.net19
Matter QAs for Tapo Robot Vacuum | TP-Linkwww.tp-link.comtp-link.com/us/support/faq/4395/?utm=airanks.net17
SwitchBot K11+ review: a tiny but mighty robot vacuum for small homes | TechRadarwww.techradar.comtechradar.com/home/robot-vacuums/s…ew?utm=airanks.net15
Roborock Saros 10R Robot Vacuum with Multifunctional Dock 4.0 | Roborock US Official Storeus.roborock.comus.roborock.com/products/roborock-…0r?utm=airanks.net13

The Ranking, With Its Uncertainty

Roborock locked Roborock — ci 1.00–1.00 · n=114 · 100.0% of resamples held this rank · named in 100% of answers
SwitchBot contested SwitchBot — ci 0.33–0.83 · n=114 · 57.0% of resamples held this rank · named in 24% of answers
Samsung unsettled Samsung — ci 0.33–0.83 · n=114 · 40.5% of resamples held this rank · named in 22% of answers
iRobot unsettled iRobot — ci 0.33–0.83 · n=114 · 38.2% of resamples held this rank · named in 16% of answers
Dreame contested Dreame — ci 0.17–0.67 · n=114 · 56.0% of resamples held this rank · named in 16% of answers
Ecovacs firm Ecovacs — ci 0.17–0.33 · n=114 · 93.2% of resamples held this rank · named in 8% of answers
Eufy gathering Eufy — gathering data, n=114. 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.

Roborock

1.00–1.00

SwitchBot

0.33–0.83

Samsung

0.33–0.83

iRobot

0.33–0.83

Dreame

0.17–0.67

Ecovacs

0.17–0.33