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 online

Lenovo takes the top spot in 99.9% 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

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.net245
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.net91
HP's OmniBook 3 16" beats everything else on the budget laptop market right now — if only the pricing were easier to predict | Windows Centralwww.windowscentral.comwindowscentral.com/hardware/hp/hp-…ew?utm=airanks.net72
Stop buying 8GB laptops: The best $500 picks with 16GB RAM | TechRadarwww.techradar.comtechradar.com/pro/stop-buying-8gb-…am?utm=airanks.net65
I found the 11 best back to school laptop deals at Best Buy — starting at just $199 | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/i-…99?utm=airanks.net54
Acer Aspire Go 15 – 15.6" FHD Laptop – AMD Ryzen 7 7730U 2023 – AMD Radeon Graphics 16GB DDR4 – 512GB PCIe Storage Pure Silver AG15-42P-R917 - Best Buywww.bestbuy.combestbuy.com/product/acer-aspire-go…76?utm=airanks.net34
Best laptops under $500: Top budget choices for 2026 | PCWorldwww.pcworld.compcworld.com/article/699203/best-la…ml?utm=airanks.net31

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=413 · 99.9% of resamples held this rank · named in 82% of answers
Acer locked Acer — ci 0.83–0.83 · n=413 · 99.9% of resamples held this rank · named in 79% of answers
Microsoft locked Microsoft — ci 0.67–0.67 · n=413 · 100.0% of resamples held this rank · named in 42% of answers
HP contested HP — ci 0.17–0.50 · n=413 · 61.5% of resamples held this rank · named in 25% of answers
Apple contested Apple — ci 0.17–0.50 · n=413 · 55.4% of resamples held this rank · named in 39% of answers
ASUS firm ASUS — ci 0.17–0.50 · n=413 · 82.9% of resamples held this rank · named in 27% of answers
Dell locked Dell — ci 0.00–0.00 · n=413 · 100.0% of resamples held this rank · named in 9% 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

Acer

0.83–0.83

Microsoft

0.67–0.67

HP

0.17–0.50

Apple

0.17–0.50

ASUS

0.17–0.50

Dell

0.00–0.00