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 laptop 2026

Apple takes the top spot in 100.0% of resamples. Of 12 ranked brands, only 7 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.net272
Best laptops 2026: Premium, budget, gaming, 2-in-1, and more | PCWorldwww.pcworld.compcworld.com/article/436674/best-pc…ml?utm=airanks.net103
Best laptops 2026: Premium, budget, gaming, 2-in-1, and more | PCWorldwww.pcworld.compcworld.com/article/436674?utm=airanks.net96
The best laptops 2026 tested, reviewed and rated | TechRadarwww.techradar.comtechradar.com/news/mobile-computin…61?utm=airanks.net89
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net82
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.net42
XPS 14-inch Premium Lightweight Laptop with Intel Core Ultra | Dell USAwww.dell.comdell.com/en-us/shop/dell-laptops/x…op?utm=airanks.net38

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=413 · 100.0% of resamples held this rank · named in 97% of answers
Dell locked Dell — ci 0.91–0.91 · n=413 · 100.0% of resamples held this rank · named in 57% of answers
Acer locked Acer — ci 0.73–0.82 · n=413 · 97.3% of resamples held this rank · named in 38% of answers
ASUS locked ASUS — ci 0.73–0.82 · n=413 · 97.3% of resamples held this rank · named in 49% of answers
Lenovo locked Lenovo — ci 0.64–0.64 · n=413 · 100.0% of resamples held this rank · named in 25% of answers
Razer firm Razer — ci 0.45–0.55 · n=413 · 93.9% of resamples held this rank · named in 10% of answers
Alienware contested Alienware — ci 0.27–0.55 · n=413 · 52.7% of resamples held this rank · named in 7% of answers
Microsoft contested Microsoft — ci 0.18–0.45 · n=413 · 45.2% of resamples held this rank · named in 4% of answers
Framework contested Framework — ci 0.18–0.36 · n=413 · 52.6% of resamples held this rank · named in 6% of answers
HP contested HP — ci 0.09–0.36 · n=413 · 46.0% of resamples held this rank · named in 2% of answers
Samsung firm Samsung — ci 0.09–0.18 · n=413 · 84.1% of resamples held this rank · named in 2% of answers
MSI gathering MSI — gathering data, n=413. 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

Acer

0.73–0.82

ASUS

0.73–0.82

Lenovo

0.64–0.64

Razer

0.45–0.55

Alienware

0.27–0.55

Microsoft

0.18–0.45

Framework

0.18–0.36

HP

0.09–0.36

Samsung

0.09–0.18