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 for pet hair

Roborock takes the top spot in 97.4% of resamples. Of 6 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

The 4 Best Robot Vacuums For Pet Hair of 2026 - RTINGS.comwww.rtings.comrtings.com/robot-vacuum/reviews/be…ir?utm=airanks.net106
The Best Robot Vacuum For Pet Hair | Vacuum Warsvacuumwars.comvacuumwars.com/best-robot-vacuum-f…r/?utm=airanks.net84
We fought fur and mopped paw prints with the best robot vacuums for pet hair in 2026 — these 5 came out on top | Tom's Guidewww.tomsguide.comtomsguide.com/home/home-appliances…ir?utm=airanks.net54
Robot Vacuums for Pet Messes | Roomba® for Pet Ownerswww.irobot.comirobot.com/en_US/robot-vacuum/pet-…ml?utm=airanks.net7
Best Robot Vacuums For Pet Hair 2026 - Forbes Vettedwww.forbes.comforbes.com/sites/forbes-personal-s…r/?utm=airanks.net5
The 4 Best Robot Vacuums of 2026 - RTINGS.comwww.rtings.comrtings.com/robot-vacuum/reviews/be…ot?utm=airanks.net5
Roborock Saros 20 Robot Vacuum Review: Climbing to New Heights!vacuumwars.comvacuumwars.com/roborock-saros-20-review/?utm=airanks.net4

The Ranking, With Its Uncertainty

Roborock locked Roborock — ci 0.80–1.00 · n=114 · 97.4% of resamples held this rank · named in 92% of answers
Dreame locked Dreame — ci 0.80–1.00 · n=114 · 97.2% of resamples held this rank · named in 69% of answers
Eufy locked Eufy — ci 0.60–0.60 · n=114 · 99.8% of resamples held this rank · named in 81% of answers
iRobot locked iRobot — ci 0.20–0.40 · n=114 · 97.2% of resamples held this rank · named in 11% of answers
Shark soft Shark — ci 0.00–0.20 · n=114 · 72.8% of resamples held this rank · named in 5% of answers
Ecovacs gathering Ecovacs — 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

0.80–1.00

Dreame

0.80–1.00

Eufy

0.60–0.60

iRobot

0.20–0.40

Shark

0.00–0.20