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

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The Question

← all rankings / dataset COBALT

Best laptop backpack for men

HP takes the top spot — still gathering data (n=13). Of 4 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

Timbuk2 Authority Laptop Backpack Deluxe | Lifetime Warrantywww.timbuk2.comtimbuk2.com/collections/work-backp…xe?utm=airanks.net10
Apex Backpack 4.0 | Waterproof Fabric | Troubadour Goods | Rucksackwww.troubadourgoods.comtroubadourgoods.com/products/apex-…-0?utm=airanks.net5
Never Check Expandable Backpack – Timbuk2www.timbuk2.comtimbuk2.com/pages/nevercheck?utm=airanks.net4
Best Laptop Backpacks We’ve Tried and Tested (2026) | WIREDwww.wired.comwired.com/gallery/the-best-backpac…k/?utm=airanks.net3
Best Laptop Bag For You: How To Pick In 2026 | Pack Hackerwww.packhacker.compackhacker.com/guide/best-laptop-bag/?utm=airanks.net2

The Ranking, With Its Uncertainty

HP gathering HP — gathering data, n=13. No bootstrap interval yet.
Dell gathering Dell — gathering data, n=13. No bootstrap interval yet.
Apple gathering Apple — gathering data, n=13. No bootstrap interval yet.
Lenovo gathering Lenovo — gathering data, n=13. 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.

insufficient data

0 of 4 brands on this phrase have run enough samples to carry a bootstrap interval. The lattice needs at least two measured intervals before it can show what the data does or doesn't separate.