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 gaming under 300

Lenovo takes the top spot in 52.7% of resamples. Of 7 ranked brands, only 4 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

The 3 Best Laptops Under $300 of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…00?utm=airanks.net129
refurbished laptops under 300 - Best Buywww.bestbuy.combestbuy.com/site/searchpage.jsp?utm=airanks.net126
Used Gaming Laptop GTX 1650 for sale | eBaywww.ebay.comebay.com/sch/i.html?utm=airanks.net116
Best $300 Gaming Laptops in 2026: Your Ultimate Budget Gaming Guide - Classicgamingdenclassicgamingden.comclassicgamingden.com/best-300-gami…e/?utm=airanks.net28
Dell G3 3500 Gaming 15.6" i5-10300H 2.5GHz 16GB 256GB NVMe NVIDIA GTX 1650 W11H | eBaywww.ebay.comebay.com/itm/389703530253?utm=airanks.net24
Restored Lenovo IdeaPad Gaming 3 15IHU6 15.6" Laptop Intel Core i5-11300H 16GB RAM 256GB SSD GTX 1650 Windows 11 Pro (Refurbished) - Walmart.comwww.walmart.comwalmart.com/ip/18746313596?utm=airanks.net19
Lenovo Legion Y540 15.6 FHD i5-9300H 2.40GHz 8GB 256GB SSD/1TB HDD GTX 1650 Good | eBaywww.ebay.comebay.com/itm/287272489709?utm=airanks.net19

The Ranking, With Its Uncertainty

Lenovo contested Lenovo — ci 0.83–1.00 · n=412 · 52.7% of resamples held this rank · named in 83% of answers
Acer contested Acer — ci 0.83–1.00 · n=412 · 52.7% of resamples held this rank · named in 85% of answers
Dell firm Dell — ci 0.50–0.67 · n=412 · 84.3% of resamples held this rank · named in 76% of answers
HP firm HP — ci 0.50–0.67 · n=412 · 84.3% of resamples held this rank · named in 68% of answers
ASUS locked ASUS — ci 0.33–0.33 · n=412 · 100.0% of resamples held this rank · named in 14% of answers
MSI locked MSI — ci 0.17–0.17 · n=412 · 100.0% of resamples held this rank · named in 6% of answers
Microsoft gathering Microsoft — gathering data, n=412. 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

0.83–1.00

Acer

0.83–1.00

Dell

0.50–0.67

HP

0.50–0.67

ASUS

0.33–0.33

MSI

0.17–0.17