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 budget laptops reviewed

Lenovo takes the top spot in 100.0% of resamples. All 8 ranked brands hold positions 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

These are the 5 best laptops under $500 we tested to find the budget winnerswww.tomsguide.comtomsguide.com/best-picks/best-lapt…00?utm=airanks.net379
The 4 Best Laptops Under $500 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net256
Best laptops under $500: Top budget choices for 2026 | PCWorldwww.pcworld.compcworld.com/article/699203/best-la…-500.html?id=10158183
8 Best Cheap Laptops (2026): Chromebooks, the MacBook Neo, and More | WIREDwww.wired.comwired.com/gallery/best-cheap-laptops/?utm=airanks.net114
Best laptops under $500: Top budget choices for 2026 | PCWorldwww.pcworld.compcworld.com/article/699203/best-la…ml?utm=airanks.net91
HP's OmniBook 3 16" beats everything else on the budget laptop market right now — if only the pricing were easier to predict | Windows Centralwww.windowscentral.comwindowscentral.com/hardware/hp/hp-…ew?utm=airanks.net82
Stop buying 8GB laptops: The best $500 picks with 16GB RAM | TechRadarwww.techradar.comtechradar.com/pro/stop-buying-8gb-…am?utm=airanks.net48
The best Chromebook: top Chromebooks for every user | TechRadarwww.techradar.comtechradar.com/news/best-chromebook?utm=airanks.net36
The 4 Best Laptops Under $700 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net35

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=417 · 100.0% of resamples held this rank · named in 96% of answers
Acer locked Acer — ci 0.86–0.86 · n=417 · 100.0% of resamples held this rank · named in 91% of answers
ASUS locked ASUS — ci 0.71–0.71 · n=417 · 100.0% of resamples held this rank · named in 84% of answers
Apple locked Apple — ci 0.57–0.57 · n=417 · 100.0% of resamples held this rank · named in 68% of answers
HP locked HP — ci 0.43–0.43 · n=417 · 100.0% of resamples held this rank · named in 43% of answers
Dell locked Dell — ci 0.29–0.29 · n=417 · 99.9% of resamples held this rank · named in 22% of answers
Microsoft locked Microsoft — ci 0.14–0.14 · n=417 · 99.9% of resamples held this rank · named in 11% of answers
MSI locked MSI — ci 0.00–0.00 · n=417 · 100.0% 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.

Lenovo

1.00–1.00

Acer

0.86–0.86

ASUS

0.71–0.71

Apple

0.57–0.57

HP

0.43–0.43

Dell

0.29–0.29

Microsoft

0.14–0.14

MSI

0.00–0.00