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 for college students

Lenovo takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 2 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.net192
The best student Chromebooks for 2026 | TechRadarwww.techradar.comtechradar.com/best/best-chromebook…ts?utm=airanks.net41
ASUS Vivobook Go 15 (E1504F) All Model|Laptops For Home|ASUS USAwww.asus.comasus.com/us/laptops/for-home/vivob…p/?utm=airanks.net38
The 4 Best Budget And Cheap Laptops For Students of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/bud…ts?utm=airanks.net37
IdeaPad Slim 3 (15 inch AMD) | Versatile Laptop | Lenovo USwww.lenovo.comlenovo.com/us/en/p/laptops/ideapad…1/?utm=airanks.net36
Best Laptops for College Students (2026): MacBooks and Beyond | WIREDwww.wired.comwired.com/story/best-college-laptops/?utm=airanks.net35
Chromebook Plus OS update eligibility - Chromebook Helpsupport.google.comsupport.google.com/chromebook/answ…00?utm=airanks.net33

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=414 · 100.0% of resamples held this rank · named in 95% of answers
Apple contested Apple — ci 0.75–0.88 · n=414 · 63.4% of resamples held this rank · named in 94% of answers
Acer contested Acer — ci 0.75–0.88 · n=414 · 63.4% of resamples held this rank · named in 83% of answers
Dell soft Dell — ci 0.50–0.63 · n=414 · 72.7% of resamples held this rank · named in 43% of answers
ASUS soft ASUS — ci 0.50–0.63 · n=414 · 72.7% of resamples held this rank · named in 37% of answers
HP soft HP — ci 0.25–0.38 · n=414 · 79.0% of resamples held this rank · named in 25% of answers
Microsoft soft Microsoft — ci 0.25–0.38 · n=414 · 79.0% of resamples held this rank · named in 19% of answers
Framework locked Framework — ci 0.13–0.13 · n=414 · 99.9% of resamples held this rank · named in 2% of answers
Samsung gathering Samsung — gathering data, n=414. 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

Apple

0.75–0.88

Acer

0.75–0.88

Dell

0.50–0.63

ASUS

0.50–0.63

HP

0.25–0.38

Microsoft

0.25–0.38

Framework

0.13–0.13