How we choose

Specifications before opinions

Every machine on the site is described by its recorded specifications: processor, graphics, installed memory and storage, expansion slots, ports, networking and power. Where the manufacturer does not state a value, the field reads not confirmed. The finder treats not confirmed as a reason for caution and never as a match, so a machine whose maximum memory is unknown is not recommended on the strength of an upgrade it may not support.

Workload fit

For each workload the site covers, such as everyday use, programming, gaming, a home lab or local AI, every configuration carries a fit judgment: good, OK, poor or unknown. These judgments are made by us from the specifications, with a note recording the reason, and unknown never counts as a match. Gaming and local AI fit are never inferred from a processor's marketing name or from NPU figures alone.

Processor and graphics classes

Every processor and every graphics part sits in a numbered class, so two machines can be compared without a benchmark of our own. Processors run from 1 (Intel N-series) to 7 (Apple Ultra). A processor's class is decided by its cores, threads and generation, never by its suffix: an HX chip with 14 cores sits with the other 14-core parts, and HX alone never earns class 5. A family name earns nothing on its own: the 8-core Ryzen AI Max PRO 385 is class 4, and the 20-core Core Ultra 7 255HX and 270HX Plus are class 5 by their core count.

Graphics run from 1 to 9. Among integrated graphics, AMD's Radeon 8060S and 8050S (40 and 32 compute units) share class 6 with Apple's Max chips, and Apple's Ultra is 7. Professional cards take the class of the consumer card of the same generation with a comparable shader count: an RTX A1000 or A2000 is 5 with the RTX 4050 Laptop, an RTX 2000 Ada is 6 and an RTX 4000 SFF Ada is 7, Intel's Arc Pro A40 and A50 are 4 and the A60 is 5. The entry professional cards sit below any current consumer card we tier: an RTX A400 is 3 and a T1000 is 4, while an RTX PRO 2000 Blackwell is 6 and an Arc Pro B50 is 5. Their memory is recorded separately. A part we have not classed reads not confirmed.

What makes a workstation

A configuration is workstation class when any one of these holds: a discrete graphics card at class 5 or above, consumer or professional; a PCIe card slot with eight or sixteen lanes; four memory slots; 96 GB or more installed; or 64 GB or more of unified memory. M.2, OCuLink and USB4 do not count as card slots.

Apple's Max and Ultra chips have no rule of their own and qualify through unified memory like any other machine. The Workstations page lists a chassis when any of its configurations qualifies, so a Mac Studio with 36 GB appears there beside the 64 GB one. The mini workstation guide applies the rule to each configuration, so only the 64 GB one is on its shortlist.

How the finder ranks

The finder applies your hard requirements first: budget, memory, storage, build type and any ports you asked for. Among the machines that pass, it ranks by workload fit, and among equal fit by value, measured as price per usable gigabyte, with the newer release breaking ties. A barebones kit never satisfies a ready-to-use budget, because its price leaves out the memory and storage you still have to buy.

Nothing is relaxed silently. When no machine matches, the page names the requirement that blocked the result and offers one-click options to relax it.

Prices and the 24-hour rule

Prices are refreshed from Amazon about every six hours. A price is shown as a number only while it is less than 24 hours old; after that the row says to check the price on Amazon. A crossed-out reference price appears only when Amazon reports one for that exact listing. We never compute a discount ourselves and never show a zero price.

Locale decides everything about a price: the Amazon store, the currency and the link. A machine with no approved listing in your market is shown as not available there, never with another market's offer.

Overpriced offers

Memory modules and SSDs are compared against others of the same generation and form factor in the same market, on price per gigabyte. An offer at more than 1.4 times the median of its class, and at least a fixed amount above it, is hidden from the lists, because a substitute is one row away. Mini PCs are different: a configuration is unique, so an overpriced one is labeled and ranked last rather than hidden.

When a page is thin

A category page with fewer than five in-stock offers, or a buying guide or hardware page with fewer than three, says so at the top rather than pretending to be a full list.

What we do not do

• No benchmarks, thermal, noise or battery figures of our own: we have not tested these machines.
• No invented specifications: a value we could not confirm stays not confirmed.
• No paid placement: the order of a list comes from the rules above, never from a payment.
• No price conversion between markets.