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

Top 5 best laptops 2026

Apple takes the top spot in 100.0% of resamples. Of 11 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.net352
Best laptops 2026: Premium, budget, gaming, 2-in-1, and more | PCWorldwww.pcworld.compcworld.com/article/436674?utm=airanks.net140
The best laptops 2026 tested, reviewed and rated | TechRadarwww.techradar.comtechradar.com/news/mobile-computin…61?utm=airanks.net102
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.net29
The best Windows laptops to buy in 2026, tested by experts | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/be…ps?utm=airanks.net27

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=417 · 100.0% of resamples held this rank · named in 97% of answers
Dell locked Dell — ci 0.90–0.90 · n=417 · 100.0% of resamples held this rank · named in 94% of answers
Acer locked Acer — ci 0.80–0.80 · n=417 · 100.0% of resamples held this rank · named in 62% of answers
ASUS locked ASUS — ci 0.70–0.70 · n=417 · 100.0% of resamples held this rank · named in 77% of answers
Lenovo locked Lenovo — ci 0.60–0.60 · n=417 · 100.0% of resamples held this rank · named in 31% of answers
Razer locked Razer — ci 0.40–0.50 · n=417 · 96.2% of resamples held this rank · named in 15% of answers
Alienware soft Alienware — ci 0.20–0.50 · n=417 · 70.9% of resamples held this rank · named in 11% of answers
Samsung unsettled Samsung — ci 0.10–0.40 · n=417 · 39.5% of resamples held this rank · named in 7% of answers
HP unsettled HP — ci 0.10–0.40 · n=417 · 36.8% of resamples held this rank · named in 7% of answers
Framework contested Framework — ci 0.10–0.30 · n=417 · 64.6% of resamples held this rank · named in 8% of answers
Microsoft locked Microsoft — ci 0.00–0.00 · n=417 · 99.3% of resamples held this rank · named in 2% of answers

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

0.90–0.90

Acer

0.80–0.80

ASUS

0.70–0.70

Lenovo

0.60–0.60

Razer

0.40–0.50

Alienware

0.20–0.50

Samsung

0.10–0.40

HP

0.10–0.40

Framework

0.10–0.30

Microsoft

0.00–0.00