Methodology

How We Score

Every recommendation on Little Compute comes from the same process: build a structured, comparable dataset, check each figure at its source, and score it against what a small computer is actually bought to do. Here is exactly how, so you can judge the results for yourself.

What we cover

Two categories, one data model: mini PCs (x86, NUC-class boxes) and single-board computers(Raspberry Pi-class boards and their RK3588 alternatives). Both are “one small computer bought whole”, chosen between on specs and price, and monetisable — which is exactly why they share a rubric.

Out of scope, for now: microcontrollers (ESP32/Pico), individual components (RAM/SSD/cases), and full desktops, laptops or gaming rigs.

Our data — and its current status

Verified against vendor pages, 10 October 2026. Every spec and price on the site was read from the vendor's own product page or a major retailer and dated. Records where cpu, ram, storage, portsand price were all confirmed carry specVerified: true. Anything we could not confirm on a real page is left as TBC — never estimated. 5 of 16 records are fully verified.

Each product record holds the same fields — CPU, iGPU, memory, storage, ports, idle power, price and a "where to buy" list — so the comparison table and every guide are generated from one source of truth. Verified prices link to the page they were taken from; where a vendor does not publish pricing, we say so instead of guessing.

Still TBC

The records below are not fully verified yet. Until a field is confirmed on a real page it is shown asTBC, not filled in with a plausible number. Idle power is TBC on every record, because vendors do not publish it — so it is listed once here rather than repeated below.

Record	Type	Fields still TBC
GEEKOM A8	Mini PC	igpu, ram, storage, ports
Beelink Mini S12 Pro	Mini PC	ports, priceFrom
GMKtec NucBox G3	Mini PC	ports
AceMagic S1	Mini PC	ports, priceFrom
Raspberry Pi 4 Model B (4GB)	SBC	priceFrom
Radxa Rock 5B	SBC	priceFrom
Orange Pi 5	SBC	priceFrom
Orange Pi 5 Plus	SBC	priceFrom
Banana Pi BPI-M7	SBC	priceFrom
Radxa Rock 4C+	SBC	priceFrom

Sources for every verified field are stored on the record and linked from the comparison table. Email us if you can point us at a page that fills one of these in.

How we score

Each device is scored on the same seven criteria, weighted for what decides a small-computer purchase and normalised to a 0–10 score. Hardware transcoding capability (Quick Sync / VCN) and idle power carry real weight, because they decide whether a box can do the job quietly and cheaply.

Criterion	Weight
Fit for the job (Plex, NAS, homelab, desktop, budget)	25%
CPU & iGPU performance (incl. hardware transcoding)	20%
Memory & storage flexibility	15%
Ports & networking	10%
Idle & load power (running cost)	10%
Noise, thermals & build quality	10%
Price & value	10%

Scores are editorial judgements from this rubric and are never influenced by commissions.

Our promises

✓No paid placements. Ranking is never sold.

✓Commissions are disclosed on every page.

✓Specs and prices carry a source and a checked date — TBC where we could not confirm.

✓Re-reviewed on a regular cadence; the date is always shown.

✓We name the boxes we'd avoid, even when they pay.

What we don't do

✕Sell rankings or run sponsored “best of” lists.

✕Publish vendor-supplied scores. Ours are editorial.

✕Use fake authors, fake photos or invented testing.

✕Present an unaudited spec or price as verified fact.

Transparency

Affiliate disclosure — how we make money

Little Compute is reader-funded through affiliate commissions. When you buy through some of our links, we may earn a commission at no extra cost to you. Those links are always markedrel="sponsored nofollow", and every page carries a funding note.

Commissions never change our scores, our ordering, or which boxes we name as the ones to avoid. Where a recommendation has no affiliate path, we still make it — and where we list multiple stores for the same product, we show the global options alongside a regional one rather than funnelling to a single default link.

Evidence and sources

Every record keeps one verifiable field set, so a change is a one-line edit in one data file.
Each price links to the vendor or retailer page it was taken from, dated to the month we checked it.
Where a vendor does not publish pricing, or a spec cannot be confirmed, we state “TBC” rather than guessing.
Each page shows the date it was last reviewed, read from version history at build time.

If a figure here is wrong or out of date, please email us. Corrections are made in the open, and the date changes with them.

Questions about the method, or want to suggest a box we should test?
Email us at hello@littlecompute.com.