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 laptop

Acer takes the top spot in 99.9% of resamples. Of 7 ranked brands, only 5 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.net365
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.net108
The 4 Best Laptops Under $500 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net69
Stop buying 8GB laptops: The best $500 picks with 16GB RAM | TechRadarwww.techradar.comtechradar.com/pro/stop-buying-8gb-…am?utm=airanks.net66
Best laptops under $500: Top budget choices for 2026 | PCWorldwww.pcworld.compcworld.com/article/699203/best-la…-500.html?id=1015850
The best student Chromebooks for 2026 | TechRadarwww.techradar.comtechradar.com/best/best-chromebook…ts?utm=airanks.net40
The best budget laptops in 2026: Top value picks, fully tested | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/best-budg…ps?utm=airanks.net37
Best Budget Laptops Under $500 in 2026 | Price.Reviewprice.reviewprice.review/articles/best-budget-…26?utm=airanks.net34

The Ranking, With Its Uncertainty

Acer locked Acer — ci 1.00–1.00 · n=425 · 99.9% of resamples held this rank · named in 89% of answers
Lenovo locked Lenovo — ci 0.83–0.83 · n=425 · 99.9% of resamples held this rank · named in 73% of answers
Apple contested Apple — ci 0.50–0.67 · n=425 · 52.5% of resamples held this rank · named in 53% of answers
ASUS contested ASUS — ci 0.50–0.67 · n=425 · 51.6% of resamples held this rank · named in 39% of answers
HP locked HP — ci 0.33–0.50 · n=425 · 96.8% of resamples held this rank · named in 33% of answers
Microsoft locked Microsoft — ci 0.17–0.17 · n=425 · 97.9% of resamples held this rank · named in 11% of answers
Dell locked Dell — ci 0.00–0.00 · n=425 · 97.9% of resamples held this rank · named in 16% 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.

Acer

1.00–1.00

Lenovo

0.83–0.83

Apple

0.50–0.67

ASUS

0.50–0.67

HP

0.33–0.50

Microsoft

0.17–0.17

Dell

0.00–0.00