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 engineering student

Lenovo takes the top spot in 100.0% of resamples. Of 8 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

ProArt P16 (H7606) - Tech Specs|Laptops For Creators|ASUS USAwww.asus.comasus.com/us/laptops/for-creators/p…c/?utm=airanks.net97
System requirements for AutoCAD 2026 including Specialized Toolsetswww.autodesk.comautodesk.com/support/technical/art…ml?utm=airanks.net77
ROG Zephyrus G16 (2026) | Lightweight, AI Gaming Laptoprog.asus.comrog.asus.com/us/laptops/rog-zephyr…c/?utm=airanks.net73
MATLAB System Requirements for Windows - MATLAB & Simulinkwww.mathworks.commathworks.com/support/requirements…ml?utm=airanks.net59
Microsoft Word - Minimum Laptop Specifications 26-27 v3.docxwww.uc.eduuc.edu/content/dam/refresh/ceas-62…df?utm=airanks.net53
The 8 best laptop for engineering students in 2026 across all branches of engineeringwww.techradar.comtechradar.com/news/the-best-laptop…ts?utm=airanks.net51
Lenovo ThinkPad P16 Gen 3 workstation gets a huge $2530 discount | TechRadarwww.techradar.comtechradar.com/computing/lenovo-thi…us?utm=airanks.net38
ROG Zephyrus G16 (2026) | Lightweight, AI Gaming Laptoprog.asus.comrog.asus.com/us/laptops/rog-zephyr…6/?utm=airanks.net33

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=413 · 100.0% of resamples held this rank · named in 93% of answers
ASUS locked ASUS — ci 0.71–0.86 · n=413 · 97.1% of resamples held this rank · named in 37% of answers
Apple locked Apple — ci 0.71–0.86 · n=413 · 97.1% of resamples held this rank · named in 51% of answers
Dell soft Dell — ci 0.43–0.57 · n=413 · 77.5% of resamples held this rank · named in 10% of answers
HP soft HP — ci 0.29–0.57 · n=413 · 70.5% of resamples held this rank · named in 7% of answers
Framework firm Framework — ci 0.14–0.43 · n=413 · 88.1% of resamples held this rank · named in 3% of answers
Acer locked Acer — ci 0.14–0.29 · n=413 · 96.1% of resamples held this rank · named in 2% of answers
Microsoft gathering Microsoft — 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.

Lenovo

1.00–1.00

ASUS

0.71–0.86

Apple

0.71–0.86

Dell

0.43–0.57

HP

0.29–0.57

Framework

0.14–0.43

Acer

0.14–0.29