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 laptop for college reddit

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

Best Laptop for College Students: What's actually worth buying this year? : r/LaptopForStudentwww.reddit.comreddit.com/r/LaptopForStudent/comm…y/?utm=airanks.net183
Best Laptop for College Students: What's actually worth buying in this year? : r/computerwww.reddit.comreddit.com/r/computer/comments/1vd…y/?utm=airanks.net70
College laptop recommendations : r/computerswww.reddit.comreddit.com/r/computers/comments/1u…s/?utm=airanks.net53
best laptop for every student major in 2026 — engineering, CS, business, nursing (from my own experience + what i keep seeing across laptop subs)www.reddit.comreddit.com/r/LaptopForStudent/comm…6/?utm=airanks.net48
Best Laptop For Students (2026) — Reddit Users’ Top 5 · ThreadLensthreadlens.co.ukthreadlens.co.uk/r/best-laptop-for…ts?utm=airanks.net40
Microsoft Word - Minimum Laptop Specifications 26-27 v3.docxwww.uc.eduuc.edu/content/dam/refresh/ceas-62…df?utm=airanks.net29
Framework | Order a Framework Laptop 13 with AMD Ryzen™ AI 300 Seriesframe.workframe.work/laptop13?utm=airanks.net24

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=413 · 100.0% of resamples held this rank · named in 95% of answers
Lenovo locked Lenovo — ci 0.89–0.89 · n=413 · 100.0% of resamples held this rank · named in 95% of answers
Dell locked Dell — ci 0.78–0.78 · n=413 · 100.0% of resamples held this rank · named in 48% of answers
ASUS firm ASUS — ci 0.56–0.67 · n=413 · 92.1% of resamples held this rank · named in 29% of answers
Microsoft firm Microsoft — ci 0.44–0.67 · n=413 · 85.3% of resamples held this rank · named in 19% of answers
HP firm HP — ci 0.33–0.56 · n=413 · 87.7% of resamples held this rank · named in 24% of answers
Framework firm Framework — ci 0.33–0.44 · n=413 · 93.7% of resamples held this rank · named in 15% of answers
Acer locked Acer — ci 0.22–0.22 · n=413 · 99.7% of resamples held this rank · named in 11% of answers
Razer gathering Razer — gathering data, n=413. No bootstrap interval yet.
Alienware gathering Alienware — 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

Lenovo

0.89–0.89

Dell

0.78–0.78

ASUS

0.56–0.67

Microsoft

0.44–0.67

HP

0.33–0.56

Framework

0.33–0.44

Acer

0.22–0.22