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

What is the best chromebook

Lenovo takes the top spot in 99.9% of resamples. Of 6 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

The 5 Best Chromebooks of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…ok?utm=airanks.net211
The best Chromebook: top Chromebooks for every user | TechRadarwww.techradar.comtechradar.com/news/best-chromebook?utm=airanks.net63
Lenovo Chromebook Plus (14″ MediaTek) | 14″ AI Chromebook | 83MY0001US | Lenovo USwww.lenovo.comlenovo.com/us/en/p/laptops/lenovo/…us?utm=airanks.net59
Acer Chromebook Plus 514 review: A $400 Chromebook that packs a punch | PCWorldwww.pcworld.compcworld.com/article/3188841/acer-c…ml?utm=airanks.net56
CP714-1H-54UB - Tech Specs | Laptops | Acer United Stateswww.acer.comacer.com/us-en/chromebooks/acer-ch…01?utm=airanks.net40
Harness the power of AI with a Chromebook Plus - Google Chromebookwww.google.comgoogle.com/intl/en_us/chromebook/c…s/?utm=airanks.net37

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=413 · 99.9% of resamples held this rank · named in 91% of answers
Acer locked Acer — ci 0.80–0.80 · n=413 · 98.5% of resamples held this rank · named in 90% of answers
ASUS locked ASUS — ci 0.60–0.60 · n=413 · 98.6% of resamples held this rank · named in 80% of answers
HP locked HP — ci 0.20–0.40 · n=413 · 97.0% of resamples held this rank · named in 27% of answers
Samsung locked Samsung — ci 0.20–0.40 · n=413 · 97.0% of resamples held this rank · named in 21% of answers
Apple gathering Apple — 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

0.80–0.80

ASUS

0.60–0.60

HP

0.20–0.40

Samsung

0.20–0.40