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 laptop for college engineering students

Lenovo takes the top spot in 100.0% of resamples. Of 7 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.net98
ROG Zephyrus G16 (2026) | Lightweight, AI Gaming Laptoprog.asus.comrog.asus.com/us/laptops/rog-zephyr…c/?utm=airanks.net87
System requirements for AutoCAD 2026 including Specialized Toolsetswww.autodesk.comautodesk.com/support/technical/art…ml?utm=airanks.net80
Microsoft Word - Minimum Laptop Specifications 26-27 v3.docxwww.uc.eduuc.edu/content/dam/refresh/ceas-62…df?utm=airanks.net71
The 8 best laptop for engineering students in 2026 across all branches of engineeringwww.techradar.comtechradar.com/news/the-best-laptop…ts?utm=airanks.net69
MATLAB System Requirements for Windows - MATLAB & Simulinkwww.mathworks.commathworks.com/support/requirements…ml?utm=airanks.net51
Lenovo ThinkPad P16 Gen 3 workstation gets a huge $1278 discount | TechRadarwww.techradar.comtechradar.com/computing/lenovo-thi…us?utm=airanks.net50

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=421 · 100.0% of resamples held this rank · named in 94% of answers
Apple locked Apple — ci 0.83–0.83 · n=421 · 98.1% of resamples held this rank · named in 68% of answers
ASUS locked ASUS — ci 0.67–0.67 · n=421 · 98.1% of resamples held this rank · named in 39% of answers
Dell contested Dell — ci 0.17–0.50 · n=421 · 53.3% of resamples held this rank · named in 14% of answers
Framework unsettled Framework — ci 0.17–0.50 · n=421 · 44.8% of resamples held this rank · named in 8% of answers
HP firm HP — ci 0.17–0.33 · n=421 · 85.4% of resamples held this rank · named in 9% of answers
Acer locked Acer — ci 0.00–0.00 · n=421 · 100.0% of resamples held this rank · named in 3% of answers

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

0.83–0.83

ASUS

0.67–0.67

Dell

0.17–0.50

Framework

0.17–0.50

HP

0.17–0.33

Acer

0.00–0.00