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 family carry on bag

Briggs & Riley takes the top spot — a contested one, at n=25. Of 5 ranked brands, only 0 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 Carry-On Luggage of 2026, Tested and Reviewedwww.travelandleisure.comtravelandleisure.com/style/travel-…ge?utm=airanks.net14
22" Expandable Carry-On by Baseline | Briggs & Rileywww.briggs-riley.combriggs-riley.com/products/essentia…er?utm=airanks.net9
The Best Carry-On Luggage of 2026, Tested and Reviewed | Condé Nast Travelerwww.cntraveler.comcntraveler.com/story/best-carry-on…ge?utm=airanks.net5
21" Expandable Carry-On Spinner Suitcase | Platinum Elite by Travelprotravelpro.comtravelpro.com/collections/spinner-…er?utm=airanks.net4
21" Expandable Carry-On Spinner Suitcase | Platinum Elite by Travelprotravelpro.comtravelpro.com/products/platinum%C2…er?utm=airanks.net4
Carry-On Baggage Tips | Federal Aviation Administrationwww.faa.govfaa.gov/travelers/prepare_fly/baggage?utm=airanks.net4
Carry-On Expandable Softside Spinner | Crew Classic by Travelprotravelpro.comtravelpro.com/collections/carry-on…er?utm=airanks.net3
The Best Carry-On Luggage of 2026 | Tested & Rankedwww.outdoorgearlab.comoutdoorgearlab.com/topics/travel/b…ge?utm=airanks.net2
21" Expandable Carry-On Spinner Suitcase | Platinum Elite by Travelprotravelpro.comtravelpro.com/collections/softside…er?utm=airanks.net2

The Ranking, With Its Uncertainty

Briggs & Riley contested Briggs & Riley — ci 0.75–1.00 · n=25 · named in 64% of answers
Samsonite contested Samsonite — ci 0.75–1.00 · n=25 · named in 52% of answers
Matador gathering Matador — gathering data, n=25. No bootstrap interval yet.
Osprey gathering Osprey — gathering data, n=25. No bootstrap interval yet.
SwissGear gathering SwissGear — gathering data, n=25. 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.

Briggs & Riley

0.75–1.00

Samsonite

0.75–1.00