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 2026

Lenovo takes the top spot in 100.0% of resamples. Of 10 ranked brands, only 6 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

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.net326
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.net88
Best laptops under $500: Top budget choices for 2026 | PCWorldwww.pcworld.compcworld.com/article/699203/best-la…-500.html?id=1015880
8 Best Cheap Laptops (2026): Chromebooks, the MacBook Neo, and More | WIREDwww.wired.comwired.com/gallery/best-cheap-laptops/?utm=airanks.net76
Stop buying 8GB laptops: The best $500 picks with 16GB RAM | TechRadarwww.techradar.comtechradar.com/pro/stop-buying-8gb-…am?utm=airanks.net73
The 4 Best Laptops Under $500 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net57

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=425 · 100.0% of resamples held this rank · named in 97% of answers
Acer locked Acer — ci 0.89–0.89 · n=425 · 100.0% of resamples held this rank · named in 90% of answers
Apple locked Apple — ci 0.78–0.78 · n=425 · 100.0% of resamples held this rank · named in 93% of answers
ASUS locked ASUS — ci 0.67–0.67 · n=425 · 99.5% of resamples held this rank · named in 44% of answers
HP soft HP — ci 0.44–0.56 · n=425 · 70.7% of resamples held this rank · named in 47% of answers
Dell soft Dell — ci 0.44–0.56 · n=425 · 71.2% of resamples held this rank · named in 46% of answers
Microsoft firm Microsoft — ci 0.22–0.33 · n=425 · 90.8% of resamples held this rank · named in 5% of answers
MSI firm MSI — ci 0.22–0.33 · n=425 · 90.8% of resamples held this rank · named in 4% of answers
Framework gathering Framework — gathering data, n=425. No bootstrap interval yet.
Gigabyte gathering Gigabyte — gathering data, n=425. 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.

Lenovo

1.00–1.00

Acer

0.89–0.89

Apple

0.78–0.78

ASUS

0.67–0.67

HP

0.44–0.56

Dell

0.44–0.56

Microsoft

0.22–0.33

MSI

0.22–0.33