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

Best laptop backpack

Timbuk2 takes the top spot in 100.0% of resamples. Of 17 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

Timbuk2 Authority Laptop Backpack Deluxe | Lifetime Warrantywww.timbuk2.comtimbuk2.com/collections/work-backp…xe?utm=airanks.net67
Best Laptop Bag For You: How To Pick In 2026 | Pack Hackerwww.packhacker.compackhacker.com/guide/best-laptop-bag/?utm=airanks.net53
Best Laptop Backpacks We’ve Tried and Tested (2026) | WIREDwww.wired.comwired.com/gallery/the-best-backpac…k/?utm=airanks.net46
The 10 Best Laptop Backpacks of 2026, Tested and Reviewedwww.travelandleisure.comtravelandleisure.com/style/travel-…ks?utm=airanks.net41
Backpacks, USB hubs, and more: the essential accessories every student needs for their Mac | TechRadarwww.techradar.comtechradar.com/computing/macs/backp…ac?utm=airanks.net38
Apex Backpack 4.0 | Waterproof Fabric | Troubadour Goods | Rucksackwww.troubadourgoods.comtroubadourgoods.com/products/apex-…-0?utm=airanks.net19
Never Check Expandable Backpack – Timbuk2www.timbuk2.comtimbuk2.com/pages/nevercheck?utm=airanks.net18
Everyday Backpack Zip | Peak Design Official Sitewww.peakdesign.compeakdesign.com/products/everyday-b…ip?utm=airanks.net18

The Ranking, With Its Uncertainty

Timbuk2 locked Timbuk2 — ci 1.00–1.00 · n=165 · 100.0% of resamples held this rank · named in 64% of answers
Aer locked Aer — ci 0.94–0.94 · n=165 · 100.0% of resamples held this rank · named in 49% of answers
Peak Design firm Peak Design — ci 0.81–0.88 · n=165 · 87.5% of resamples held this rank · named in 36% of answers
Tom Bihn contested Tom Bihn — ci 0.69–0.88 · n=165 · 60.7% of resamples held this rank · named in 18% of answers
Apple unsettled Apple — ci 0.56–0.81 · n=165 · 38.5% of resamples held this rank · named in 10% of answers
Osprey contested Osprey — ci 0.63–0.81 · n=165 · 45.7% of resamples held this rank · named in 21% of answers
Bellroy contested Bellroy — ci 0.50–0.75 · n=165 · 56.2% of resamples held this rank · named in 15% of answers
HP unsettled HP — ci 0.31–0.69 · n=165 · 32.8% of resamples held this rank · named in 5% of answers
Lenovo unsettled Lenovo — ci 0.31–0.63 · n=165 · 31.6% of resamples held this rank · named in 5% of answers
Dell unsettled Dell — ci 0.19–0.56 · n=165 · 34.1% of resamples held this rank · named in 3% of answers
Lo & Sons unsettled Lo & Sons — ci 0.13–0.50 · n=165 · 29.7% of resamples held this rank · named in 3% of answers
Samsonite gathering Samsonite — gathering data, n=165. No bootstrap interval yet.
Calpak gathering Calpak — gathering data, n=165. No bootstrap interval yet.
Razer gathering Razer — gathering data, n=165. No bootstrap interval yet.
Thule gathering Thule — gathering data, n=165. No bootstrap interval yet.
Tortuga gathering Tortuga — gathering data, n=165. No bootstrap interval yet.
SwissGear gathering SwissGear — gathering data, n=165. 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.

Timbuk2

1.00–1.00

Aer

0.94–0.94

Peak Design

0.81–0.88

Tom Bihn

0.69–0.88

Apple

0.56–0.81

Osprey

0.63–0.81

Bellroy

0.50–0.75

HP

0.31–0.69

Lenovo

0.31–0.63

Dell

0.19–0.56

Lo & Sons

0.13–0.50