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 for students

Lenovo takes the top spot in 100.0% 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.net273
The best student Chromebooks for 2026 | TechRadarwww.techradar.comtechradar.com/best/best-chromebook…ts?utm=airanks.net66
Best Budget Laptops Under $500 in 2026 | Price.Reviewprice.reviewprice.review/articles/best-budget-…26?utm=airanks.net41
Chromebook Plus OS update eligibility - Chromebook Helpsupport.google.comsupport.google.com/chromebook/answ…00?utm=airanks.net39
Best Budget Laptops Under $500 for Students in 2026 | Price.Reviewprice.reviewprice.review/articles/best-budget-…26?utm=airanks.net35
The 4 Best Budget And Cheap Laptops For Students of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/bud…ts?utm=airanks.net35
Stop buying 8GB laptops: The best $500 picks with 16GB RAM | TechRadarwww.techradar.comtechradar.com/pro/stop-buying-8gb-…am?utm=airanks.net34

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=414 · 100.0% of resamples held this rank · named in 97% of answers
Acer locked Acer — ci 0.83–0.83 · n=414 · 100.0% of resamples held this rank · named in 87% of answers
Apple locked Apple — ci 0.67–0.67 · n=414 · 100.0% of resamples held this rank · named in 84% of answers
ASUS locked ASUS — ci 0.50–0.50 · n=414 · 100.0% of resamples held this rank · named in 39% of answers
Dell locked Dell — ci 0.33–0.33 · n=414 · 99.7% of resamples held this rank · named in 38% of answers
Microsoft soft Microsoft — ci 0.00–0.17 · n=414 · 68.9% of resamples held this rank · named in 21% of answers
HP soft HP — ci 0.00–0.17 · n=414 · 69.2% of resamples held this rank · named in 26% 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

0.83–0.83

Apple

0.67–0.67

ASUS

0.50–0.50

Dell

0.33–0.33

Microsoft

0.00–0.17

HP

0.00–0.17