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 laptop for battery life

Apple takes the top spot in 100.0% of resamples. Of 11 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

I tested the Dell14S for a week — and its epic battery life blew me away | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/de…ew?utm=airanks.net111
The Apple MacBook Air 13-inch (M5) is still the best ultraportable I've ever used - and I wrote this review on itwww.techradar.comtechradar.com/computing/macbooks/a…ew?utm=airanks.net42
Apple introduces the new MacBook Air with M5 - Applewww.apple.comapple.com/newsroom/2026/03/apple-i…5/?utm=airanks.net38
The lightweight Asus Zenbook A14 drops $300 at Best Buy | TechRadarwww.techradar.comtechradar.com/pro/asus-zenbook-a14…al?utm=airanks.net35
The best Windows laptops to buy in 2026, tested by experts | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/be…ps?utm=airanks.net32
MacBook Air 13-inch and MacBook Air 15-inch - Applewww.apple.comapple.com/macbook-air/?utm=airanks.net29
Best Laptops 2026: Our benchmarked picks for productivity, portability, and battery life | Tom's Hardwarewww.tomshardware.comtomshardware.com/laptops/best-laptops?utm=airanks.net26

The Ranking, With Its Uncertainty

Apple locked Apple — ci 1.00–1.00 · n=417 · 100.0% of resamples held this rank · named in 97% of answers
Dell locked Dell — ci 0.90–0.90 · n=417 · 100.0% of resamples held this rank · named in 79% of answers
Lenovo locked Lenovo — ci 0.80–0.80 · n=417 · 100.0% of resamples held this rank · named in 56% of answers
ASUS locked ASUS — ci 0.60–0.70 · n=417 · 97.2% of resamples held this rank · named in 18% of answers
Microsoft firm Microsoft — ci 0.50–0.70 · n=417 · 91.4% of resamples held this rank · named in 10% of answers
HP soft HP — ci 0.30–0.60 · n=417 · 68.0% of resamples held this rank · named in 7% of answers
MSI soft MSI — ci 0.30–0.50 · n=417 · 66.1% of resamples held this rank · named in 7% of answers
Framework firm Framework — ci 0.20–0.40 · n=417 · 83.3% of resamples held this rank · named in 5% of answers
Razer soft Razer — ci 0.10–0.30 · n=417 · 70.8% of resamples held this rank · named in 5% of answers
Acer soft Acer — ci 0.10–0.20 · n=417 · 74.9% of resamples held this rank · named in 3% of answers
Samsung gathering Samsung — gathering data, n=417. 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.

Apple

1.00–1.00

Dell

0.90–0.90

Lenovo

0.80–0.80

ASUS

0.60–0.70

Microsoft

0.50–0.70

HP

0.30–0.60

MSI

0.30–0.50

Framework

0.20–0.40

Razer

0.10–0.30

Acer

0.10–0.20