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 robot vacuum with obstacle avoidance

Roborock takes the top spot in 100.0% of resamples. Of 7 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 Best Robot Vacuums with Obstacle Avoidancevacuumwars.comvacuumwars.com/best-robot-vacuums-…e/?utm=airanks.net49
The 4 Best Robot Vacuums of 2026 - RTINGS.comwww.rtings.comrtings.com/robot-vacuum/reviews/be…ot?utm=airanks.net38
Best (June 2026) Robot Vacuums | Vacuum Warsvacuumwars.comvacuumwars.com/best-june-2026-robo…s/?utm=airanks.net32
Roborock Saros 10R Robot Vacuum Review: The Best We’ve Seen So Farvacuumwars.comvacuumwars.com/roborock-saros-10r-…w/?utm=airanks.net17
Roborock Saros 10R Robot Vacuum with Multifunctional Dock 4.0 | Roborock US Official Storeus.roborock.comus.roborock.com/products/roborock-…0r?utm=airanks.net16
Saros 10R - Beyond Slim. Beyond Powerful. | Roborock US Official Storeus.roborock.comus.roborock.com/pages/roborock-saros-10r?utm=airanks.net16

The Ranking, With Its Uncertainty

Roborock locked Roborock — ci 1.00–1.00 · n=113 · 100.0% of resamples held this rank · named in 94% of answers
Dreame soft Dreame — ci 0.67–0.83 · n=113 · 68.2% of resamples held this rank · named in 64% of answers
Eufy soft Eufy — ci 0.67–0.83 · n=113 · 68.1% of resamples held this rank · named in 44% of answers
Narwal locked Narwal — ci 0.50–0.50 · n=113 · 99.9% of resamples held this rank · named in 25% of answers
Ecovacs locked Ecovacs — ci 0.17–0.33 · n=113 · 95.0% of resamples held this rank · named in 11% of answers
iRobot contested iRobot — ci 0.00–0.17 · n=113 · 53.3% of resamples held this rank · named in 5% of answers
Samsung gathering Samsung — gathering data, n=113. 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

Dreame

0.67–0.83

Eufy

0.67–0.83

Narwal

0.50–0.50

Ecovacs

0.17–0.33

iRobot

0.00–0.17