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 college students with touch screen

Lenovo takes the top spot in 100.0% of resamples. All 8 ranked brands hold positions 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 best touchscreen laptops in 2026, tested and reviewed | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/best-touc…ps?utm=airanks.net94
The 6 Best Touchscreen Laptops of 2026 - RTINGS.comwww.rtings.comrtings.com/laptop/reviews/best/by-…en?utm=airanks.net91
Meet the Surface Laptop (13”, 13.8”, 15”) – AI touchscreen laptop | Microsoft Surfacewww.microsoft.commicrosoft.com/en-us/surface/device…on?utm=airanks.net84
Lenovo Yoga 7i 2-in-1 (14” Intel) | Powerful 14” convertible for creators | 83JQ0001US | Lenovo USwww.lenovo.comlenovo.com/us/en/p/laptops/yoga/yo…us?utm=airanks.net61
Which Surface Laptop Is Best for You? | Microsoft Surfacewww.microsoft.commicrosoft.com/en-us/surface/do-mor…ou?utm=airanks.net53
Surface Laptop 8th Edition (13", 13.8", 15") touchscreen laptop | Microsoft Surfacewww.microsoft.commicrosoft.com/en-us/surface/device…op?utm=airanks.net51
I put the Lenovo IdeaPad Slim 3i Gen 11 to work — it’s a great $799 laptop (if on sale) | Tom's Guidewww.tomsguide.comtomsguide.com/computing/laptops/le…ew?utm=airanks.net50
Lenovo Yoga 7i 2-in-1 (14", 10)psrefstuff.lenovo.compsrefstuff.lenovo.com/syspool/Sys/…df?utm=airanks.net49
Massive $300 price drop on the Asus Zenbook 14 2K OLED touchscreen laptop is a brilliant laptop deal for back-to-school students and business proswww.techradar.comtechradar.com/pro/massive-usd300-p…os?utm=airanks.net49
PSREF PSREF Product Specifications Product Specifipsref.lenovo.compsref.lenovo.com/syspool/Sys/PDF/Y…df?utm=airanks.net47

The Ranking, With Its Uncertainty

Lenovo locked Lenovo — ci 1.00–1.00 · n=416 · 100.0% of resamples held this rank · named in 98% of answers
Microsoft locked Microsoft — ci 0.71–0.86 · n=416 · 95.0% of resamples held this rank · named in 53% of answers
ASUS firm ASUS — ci 0.57–0.86 · n=416 · 87.9% of resamples held this rank · named in 38% of answers
HP firm HP — ci 0.57–0.71 · n=416 · 92.9% of resamples held this rank · named in 37% of answers
Acer locked Acer — ci 0.43–0.43 · n=416 · 100.0% of resamples held this rank · named in 30% of answers
Dell locked Dell — ci 0.29–0.29 · n=416 · 100.0% of resamples held this rank · named in 16% of answers
Apple locked Apple — ci 0.14–0.14 · n=416 · 99.6% of resamples held this rank · named in 6% of answers
Samsung locked Samsung — ci 0.00–0.00 · n=416 · 99.6% of resamples held this rank · named in 3% 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

Microsoft

0.71–0.86

ASUS

0.57–0.86

HP

0.57–0.71

Acer

0.43–0.43

Dell

0.29–0.29

Apple

0.14–0.14

Samsung

0.00–0.00

8 of 8 brands measured · 9 dominance edges · 6 rungs · 3 pairs the data does not separate