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 budget laptop for college

Lenovo takes the top spot in 100.0% of resamples. Of 8 ranked brands, only 6 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

These are the 5 best laptops under $500 we tested to find the budget winnerswww.tomsguide.comtomsguide.com/best-picks/best-lapt…00?utm=airanks.net169
The best laptops for students in 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/best-lapt…ts?utm=airanks.net36
IdeaPad Slim 3 (15 inch AMD) | Versatile Laptop | Lenovo USwww.lenovo.comlenovo.com/us/en/p/laptops/ideapad…1/?utm=airanks.net35
Acer Aspire Go 15 15.6" Laptop Ryzen 5 7520U 16GB RAM 512GB SSD Radeon 610M Graphics Windows 11 AG15 21PT R641 Pure Silver - Best Buywww.bestbuy.combestbuy.com/product/acer-aspire-go…88?utm=airanks.net32
Don’t overpay: Here's the best laptops for students I'd buy right now for back to school | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/do…ol?utm=airanks.net31
The best student Chromebooks for 2026 | TechRadarwww.techradar.comtechradar.com/best/best-chromebook…ts?utm=airanks.net29

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=413 · 100.0% of resamples held this rank · named in 87% of answers
Acer firm Acer — ci 0.71–0.86 · n=413 · 86.9% of resamples held this rank · named in 64% of answers
Apple firm Apple — ci 0.71–0.86 · n=413 · 86.9% of resamples held this rank · named in 71% of answers
Microsoft firm Microsoft — ci 0.43–0.57 · n=413 · 92.1% of resamples held this rank · named in 20% of answers
ASUS soft ASUS — ci 0.29–0.57 · n=413 · 74.8% of resamples held this rank · named in 17% of answers
Dell firm Dell — ci 0.29–0.43 · n=413 · 80.0% of resamples held this rank · named in 17% of answers
HP locked HP — ci 0.14–0.14 · n=413 · 97.9% of resamples held this rank · named in 13% of answers
Framework gathering Framework — 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

Acer

0.71–0.86

Apple

0.71–0.86

Microsoft

0.43–0.57

ASUS

0.29–0.57

Dell

0.29–0.43

HP

0.14–0.14