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 laptop

Apple takes the top spot in 100.0% of resamples. Of 12 ranked brands, only 6 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 laptops in 2026 — tested, reviewed, and worth your money | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/be…ps?utm=airanks.net203
Asus ROG Zephyrus G16 (2026) review | PC Gamerwww.pcgamer.compcgamer.com/hardware/gaming-laptop…w/?utm=airanks.net90
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net75
I test gaming laptops all year - here are the only 8 I recommend in 2026www.tomsguide.comtomsguide.com/best-picks/best-gami…ps?utm=airanks.net72
The best laptops 2026 tested, reviewed and rated | TechRadarwww.techradar.comtechradar.com/news/mobile-computin…61?utm=airanks.net68
The best Windows laptops to buy in 2026, tested by experts | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/be…ps?utm=airanks.net56
https://www.pcworld.com/article/436674/best-pc-laptops.htmlwww.pcworld.compcworld.com/article/436674/best-pc…ml?utm=airanks.net52
Don't overpay: Here's the best laptops for students I'd buy right now for back to schoolwww.tomsguide.comtomsguide.com/computing/laptops/do…ol?utm=airanks.net38
MacBook Air 13-inch and MacBook Air 15-inch - Applewww.apple.comapple.com/macbook-air/?utm=airanks.net38
Best Laptops 2026: Our benchmarked picks for productivity, portability, and battery life | Tom's Hardwarewww.tomshardware.comtomshardware.com/laptops/best-laptops?utm=airanks.net36

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=412 · 100.0% of resamples held this rank · named in 94% of answers
Dell locked Dell — ci 0.91–0.91 · n=412 · 100.0% of resamples held this rank · named in 84% of answers
ASUS firm ASUS — ci 0.73–0.82 · n=412 · 91.8% of resamples held this rank · named in 72% of answers
Lenovo firm Lenovo — ci 0.73–0.82 · n=412 · 91.8% of resamples held this rank · named in 71% of answers
Acer locked Acer — ci 0.64–0.64 · n=412 · 100.0% of resamples held this rank · named in 35% of answers
Razer soft Razer — ci 0.45–0.55 · n=412 · 70.2% of resamples held this rank · named in 35% of answers
Microsoft soft Microsoft — ci 0.45–0.55 · n=412 · 70.2% of resamples held this rank · named in 20% of answers
HP locked HP — ci 0.36–0.36 · n=412 · 100.0% of resamples held this rank · named in 11% of answers
Framework contested Framework — ci 0.09–0.27 · n=412 · 55.5% of resamples held this rank · named in 8% of answers
Samsung unsettled Samsung — ci 0.09–0.27 · n=412 · 35.8% of resamples held this rank · named in 4% of answers
Alienware soft Alienware — ci 0.09–0.27 · n=412 · 65.1% of resamples held this rank · named in 4% of answers
MSI gathering MSI — gathering data, n=412. 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.

Apple

1.00–1.00

Dell

0.91–0.91

ASUS

0.73–0.82

Lenovo

0.73–0.82

Acer

0.64–0.64

Razer

0.45–0.55

Microsoft

0.45–0.55

HP

0.36–0.36

Framework

0.09–0.27

Samsung

0.09–0.27

Alienware

0.09–0.27