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 business major

Lenovo takes the top spot in 100.0% of resamples. All 7 ranked brands hold positions 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

MacBook Air - Tech Specs - Applewww.apple.comapple.com/macbook-air/specs/?utm=airanks.net102
support.apple.comsupport.apple.comsupport.apple.com/en-us/126320?utm=airanks.net62
Download Power BI Desktop - Power BI | Microsoft Learnlearn.microsoft.comlearn.microsoft.com/en-ie/power-bi…op?utm=airanks.net60
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net60
Surface Laptop (7th Edition) features | Microsoft Supportsupport.microsoft.comsupport.microsoft.com/en-us/surfac…es?utm=airanks.net60
ThinkPad E14 Gen 7 (14 inch Intel) | Sleek, Power-Packed Business Laptop | Lenovo USwww.lenovo.comlenovo.com/us/en/p/laptops/thinkpa…s1?utm=airanks.net47
PC BUYING WONDER WHAT LAPTOP WILL WORK BEST DURING RECOMMENDATIONS YOUR TIME IN THE COLLEGE OF BUSINESS? | | | | |www.eku.edueku.edu/wp-content/uploads/2026/02…df?utm=airanks.net42
Best College Laptops: Tested Picks for Research, Writing, Gaming and More | Tom's Hardwarewww.tomshardware.comtomshardware.com/best-picks/best-c…ps?utm=airanks.net42
Learn to use Power Query and Power Pivot in Excel | Microsoft Supportsupport.microsoft.comsupport.microsoft.com/en-US/Excel/…el?utm=airanks.net39
Download Power BI Desktop - Power BI | Microsoft Learnlearn.microsoft.comlearn.microsoft.com/en-us/power-bi…op?utm=airanks.net37

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=417 · 100.0% of resamples held this rank · named in 94% of answers
Apple locked Apple — ci 0.83–0.83 · n=417 · 100.0% of resamples held this rank · named in 89% of answers
Microsoft locked Microsoft — ci 0.67–0.67 · n=417 · 100.0% of resamples held this rank · named in 59% of answers
Dell locked Dell — ci 0.50–0.50 · n=417 · 100.0% of resamples held this rank · named in 37% of answers
ASUS locked ASUS — ci 0.17–0.33 · n=417 · 97.4% of resamples held this rank · named in 10% of answers
HP firm HP — ci 0.00–0.17 · n=417 · 91.9% of resamples held this rank · named in 8% of answers
Acer firm Acer — ci 0.00–0.17 · n=417 · 94.4% of resamples held this rank · named in 5% 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

Microsoft

0.67–0.67

Dell

0.50–0.50

ASUS

0.17–0.33

HP

0.00–0.17

Acer

0.00–0.17

7 of 7 brands measured · 6 dominance edges · 5 rungs · 3 pairs the data does not separate