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 laptops for college students 2026

Apple takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 8 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

Best College Laptops: Tested Picks for Research, Writing, Gaming and More | Tom's Hardwarewww.tomshardware.comtomshardware.com/best-picks/best-c…ps?utm=airanks.net108
Microsoft Word - Minimum Laptop Specifications 26-27 v3.docxwww.uc.eduuc.edu/content/dam/refresh/ceas-62…df?utm=airanks.net101
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net90
Dell XPS 13 Inch – Lightweight Touchscreen Laptop | Dell USAwww.dell.comdell.com/en-us/shop/cty/pdp/spd/xp…op?utm=airanks.net79
Best Laptops for College Students (2026): MacBooks and Beyond | WIREDwww.wired.comwired.com/story/best-college-laptops/?utm=airanks.net67

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=412 · 100.0% of resamples held this rank · named in 97% of answers
Dell locked Dell — ci 0.88–0.88 · n=412 · 100.0% of resamples held this rank · named in 87% of answers
Lenovo locked Lenovo — ci 0.75–0.75 · n=412 · 100.0% of resamples held this rank · named in 97% of answers
ASUS locked ASUS — ci 0.63–0.63 · n=412 · 99.5% of resamples held this rank · named in 67% of answers
Microsoft locked Microsoft — ci 0.50–0.50 · n=412 · 99.5% of resamples held this rank · named in 47% of answers
HP locked HP — ci 0.38–0.38 · n=412 · 99.2% of resamples held this rank · named in 20% of answers
Acer locked Acer — ci 0.25–0.25 · n=412 · 99.2% of resamples held this rank · named in 14% of answers
Framework locked Framework — ci 0.13–0.13 · n=412 · 100.0% of resamples held this rank · named in 4% of answers
Alienware gathering Alienware — gathering data, n=412. 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.

Apple

1.00–1.00

Dell

0.88–0.88

Lenovo

0.75–0.75

ASUS

0.63–0.63

Microsoft

0.50–0.50

HP

0.38–0.38

Acer

0.25–0.25

Framework

0.13–0.13