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 budget laptops

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.net382
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.net160
The 4 Best Laptops Under $500 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net120
Stop buying 8GB laptops: The best $500 picks with 16GB RAM | TechRadarwww.techradar.comtechradar.com/pro/stop-buying-8gb-…am?utm=airanks.net108
The 4 Best Laptops Under $700 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net58
Best Budget Laptops Under $500 in 2026 | Price.Reviewprice.reviewprice.review/articles/best-budget-…26?utm=airanks.net57
Best Chromebook deals and prices in July 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/news/best-chromebook…es?utm=airanks.net39

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=421 · 100.0% of resamples held this rank · named in 97% of answers
Acer locked Acer — ci 0.86–0.86 · n=421 · 100.0% of resamples held this rank · named in 90% of answers
Apple firm Apple — ci 0.57–0.71 · n=421 · 92.9% of resamples held this rank · named in 69% of answers
ASUS firm ASUS — ci 0.57–0.71 · n=421 · 92.9% of resamples held this rank · named in 41% of answers
HP locked HP — ci 0.43–0.43 · n=421 · 99.8% of resamples held this rank · named in 30% of answers
Dell locked Dell — ci 0.29–0.29 · n=421 · 99.8% of resamples held this rank · named in 23% of answers
Microsoft locked Microsoft — ci 0.14–0.14 · n=421 · 100.0% of resamples held this rank · named in 7% of answers
MSI locked MSI — ci 0.00–0.00 · n=421 · 100.0% of resamples held this rank · named in 1% 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

Apple

0.57–0.71

ASUS

0.57–0.71

HP

0.43–0.43

Dell

0.29–0.29

Microsoft

0.14–0.14

MSI

0.00–0.00