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

Apple takes the top spot in 100.0% of resamples. Of 10 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

The best laptops for students in 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/best-lapt…ts?utm=airanks.net155
Best College Laptops: Tested Picks for Research, Writing, Gaming and More | Tom's Hardwarewww.tomshardware.comtomshardware.com/best-picks/best-c…ps?utm=airanks.net92
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net82
Surface Laptop (7th Edition) features | Microsoft Supportsupport.microsoft.comsupport.microsoft.com/en-us/surfac…es?utm=airanks.net72
Microsoft Word - Minimum Laptop Specifications 26-27 v3.docxwww.uc.eduuc.edu/content/dam/refresh/ceas-62…df?utm=airanks.net72
The best student laptops in 2026: our top tested picks for college and school | TechRadarwww.techradar.comtechradar.com/computing/laptops/be…ps?utm=airanks.net53

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=413 · 100.0% of resamples held this rank · named in 97% of answers
Dell firm Dell — ci 0.78–0.89 · n=413 · 91.8% of resamples held this rank · named in 68% of answers
Lenovo firm Lenovo — ci 0.78–0.89 · n=413 · 91.8% of resamples held this rank · named in 94% of answers
Microsoft locked Microsoft — ci 0.67–0.67 · n=413 · 99.9% of resamples held this rank · named in 57% of answers
ASUS locked ASUS — ci 0.56–0.56 · n=413 · 99.9% of resamples held this rank · named in 61% of answers
Acer firm Acer — ci 0.33–0.44 · n=413 · 82.5% of resamples held this rank · named in 14% of answers
HP firm HP — ci 0.33–0.44 · n=413 · 82.5% of resamples held this rank · named in 13% of answers
Framework firm Framework — ci 0.00–0.22 · n=413 · 87.6% of resamples held this rank · named in 1% of answers
Samsung gathering Samsung — gathering data, n=413. No bootstrap interval yet.
MSI gathering MSI — gathering data, n=413. 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

0.78–0.89

Lenovo

0.78–0.89

Microsoft

0.67–0.67

ASUS

0.56–0.56

Acer

0.33–0.44

HP

0.33–0.44

Framework

0.00–0.22