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 laptops to buy in 2026

Apple takes the top spot in 100.0% of resamples. Of 13 ranked brands, only 8 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.net332
Best Laptops 2026: Our benchmarked picks for productivity, portability, and battery life | Tom's Hardwarewww.tomshardware.comtomshardware.com/laptops/best-laptops?utm=airanks.net137
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.net96
Best laptops 2026: Premium, budget, gaming, 2-in-1, and more | PCWorldwww.pcworld.compcworld.com/article/436674?utm=airanks.net87
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net76
The best laptops 2026 tested, reviewed and rated | TechRadarwww.techradar.comtechradar.com/news/mobile-computin…61?utm=airanks.net74
Best laptops 2026: Premium, budget, gaming, 2-in-1, and more | PCWorldwww.pcworld.compcworld.com/article/436674/best-pc…ml?utm=airanks.net67
Best Laptops (2026): My Top Recommendations After Testing Hundreds | WIREDwww.wired.comwired.com/story/best-laptops/?utm=airanks.net51
Best Gaming Laptops 2026 tested and reviewed | Tom's Hardwarewww.tomshardware.comtomshardware.com/laptops/gaming-la…ps?utm=airanks.net49

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=419 · 100.0% of resamples held this rank · named in 97% of answers
Dell locked Dell — ci 0.92–0.92 · n=419 · 100.0% of resamples held this rank · named in 95% of answers
ASUS locked ASUS — ci 0.83–0.83 · n=419 · 98.5% of resamples held this rank · named in 80% of answers
Lenovo locked Lenovo — ci 0.75–0.75 · n=419 · 98.4% of resamples held this rank · named in 70% of answers
Acer locked Acer — ci 0.67–0.67 · n=419 · 99.9% of resamples held this rank · named in 39% of answers
Framework locked Framework — ci 0.58–0.58 · n=419 · 99.9% of resamples held this rank · named in 38% of answers
Razer soft Razer — ci 0.42–0.50 · n=419 · 77.8% of resamples held this rank · named in 23% of answers
Microsoft soft Microsoft — ci 0.33–0.50 · n=419 · 71.2% of resamples held this rank · named in 14% of answers
HP firm HP — ci 0.25–0.42 · n=419 · 88.4% of resamples held this rank · named in 11% of answers
Alienware locked Alienware — ci 0.25–0.33 · n=419 · 95.4% of resamples held this rank · named in 10% of answers
Samsung soft Samsung — ci 0.08–0.17 · n=419 · 67.3% of resamples held this rank · named in 2% of answers
MSI soft MSI — ci 0.08–0.17 · n=419 · 65.5% of resamples held this rank · named in 2% of answers
Gigabyte gathering Gigabyte — gathering data, n=419. 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

0.92–0.92

ASUS

0.83–0.83

Lenovo

0.75–0.75

Acer

0.67–0.67

Framework

0.58–0.58

Razer

0.42–0.50

Microsoft

0.33–0.50

HP

0.25–0.42

Alienware

0.25–0.33

Samsung

0.08–0.17

MSI

0.08–0.17