Methodology & data sources

Relative score rel(x)=x/max×100 within the same form-factor pool; desktop CPU gaming 40% + single 25% + multi 25% + efficiency 10%; GPU raster 55% + RT 25% + efficiency 20%; PSUs tiered, not benchmarked.

Data sources & definitions

This is a fully static site: all data lives in public/data/*.json and ships with each release — no runtime scraping, no price APIs. Each metric is defined as follows:

MetricDefinitionUnit
CPU single / multiCinebench 2024 single / multi at stock power limitspts
CPU gaming1080p high settings with a flagship GPU, multi-game average fps relative to the pool leaderrelative
GPU raster / RT1440p (desktop) or 1080p (laptop) multi-game average fps, RT off / on separatelyrelative
iGPU1080p low settings multi-game average fpsrelative
MemoryAIDA64 read bandwidth and latency with XMP/EXPO onGB/s · ns
StorageVendor sequential and 4K random read IOPS; post-cache write is the steady state after the SLC cache is exhaustedMB/s · IOPS
CPU coolerNoise-normalized thermal results from public reviews (Gamers Nexus / HWCooling / TechPowerUp) converted to in-pool relative scores; max noise and rated TDP from vendor specsrelative · dBA · W
CaseVendor specs (dimensions, GPU / cooler clearance, radiator mounts, bundled fans); thermal and noise are in-pool relative estimates from airflow layout, intake area, bundled fans and dampening, cross-checked with public reviews (GamersNexus / TechPowerUp)relative · mm · L
MonitorVendor specs (size, resolution, panel, refresh rate, brightness, gamut, ports); real-world response is estimated from panel type and refresh rate using typical review results (RTINGS / Monitors Unboxed), not the rated 1 msHz · ms · nits · %
MotherboardVendor specs (VRM phases and per-phase amps, memory ceiling, M.2 / PCIe / LAN) plus public teardowns and VRM thermal tests, combined into tiers A–Dtier
PowerTDP for desktop CPUs, TBP for GPUs; typical cTDP / TGP for laptopsW

Pools: desktop / laptop / iGPU are always separate

Every product has a form field. Rankings, relative scores, recommendations and rivals are computed only within "same category + same form factor". Two RTX 5070 Laptop entries exist because their TGPs differ; the ladder and compare pages warn when form factors are mixed. Motherboards are pooled by socket (AM5 / LGA1851 / AM4 / LGA1700); boards for different sockets are not comparable.

Relative score with a worked example

rel(x) = round(x / max(pool) × 1000) / 10   // higher is better
rel(x) = round(min(pool) / x × 1000) / 10   // lower is better (latency)

Example: the desktop CPU pool's highest Cinebench 2024 multi-core is 26,000 (Core Ultra 9 285K). The Ryzen 7 9800X3D scores 16,200, so its multi-core relative score = 16200 / 26000 × 100 = 62.3. Missing values are excluded from max and never shown.

Overall weights and rationale

Overall is only the default sort. Each component is normalized to 0–100 within the pool, weighted, then normalized again, so the pool leader is always 100.

PoolWeightsWhy
Desktop CPUGaming 40 · single 25 · multi 25 · efficiency 10Gaming is the main reason to buy a desktop CPU; efficiency matters less on desktop
Laptop CPUSingle 25 · multi 30 · efficiency 30 · iGPU 15Battery and iGPU define the laptop experience; without an iGPU score the 15% goes to single + multi
GPURaster 55 · RT 25 · efficiency 20Most games are still raster-bound; cards without RT hardware redistribute the 25%
MemoryBandwidth 50 · latency 50Games want latency, productivity wants bandwidth — split evenly
NVMe4K random 40 · post-cache 30 · seq. read 20 · endurance 10Daily feel comes from 4K and post-cache; sequential only shows in big copies
CPU coolerCooling 70 · quiet 30Air and AIO are separate pools; cooling decides which CPU it can handle, noise decides daily comfort
CaseThermals 55 · quiet 20 · build 25Full / mid / mATX / ITX are separate pools; a case mostly decides system temperatures, then noise; build tier A–D counts as 100 / 85 / 70 / 55 (materials, finish, cable room, expansion)
MonitorMotion 45 · image 551080p / 1440p / 4K+ / ultrawide are separate pools; motion = 1000 ÷ (1000/Hz + real response in ms), image = contrast 35 + HDR brightness 25 + DCI-P3 gamut 20 + pixel density 20; measured color accuracy and uniformity are not included
MotherboardNo score: tier A→D, then VRM phases × amps, then memory ceilingBoards do not change fps; they differ in power headroom, cooling and expansion — see the tier criteria below
PSUNo score: tier A→D, then wattagePSUs differ in electrical quality, not "performance"; 80Plus certifies efficiency only

Tier criteria: PSUs and motherboards

PSUs and motherboards are not benchmarked; they get tiers A–D instead. A tier answers "can this board / PSU reliably carry the CPU and GPU it is meant for", not "which is faster". Within a tier we sort by a measurable figure (wattage for PSUs, VRM capacity for boards), so order inside a tier is a reference, not a verdict.

Board tierVRMCooling / buildBIOS & expansionSuited CPUs
A≥ 16 phases ≥ 90 A, or 14-phase 110 A-class SPSLarge finned heatsinks with heat pipes, 8+ layer PCB, backplateFlashback, POST code / debug LEDs, ≥ 4 M.2 (incl. Gen5), 2.5GbE+, Wi-Fi 7, USB4 / ThunderboltAny CPU, including 16-core and unlocked-power overclocking
B12–16 phases at 60–80 A with thermal headroomSolid heatsinks over all stages, 6-layer PCBUsually Flashback, 2–4 M.2, 2.5GbE, Wi-Fi 6E / 7Any CPU at stock power, including 9950X / 285K
C8–12 phases at 50–60 A, or doubled DrMOSSmall heatsinks or partial coverage1–2 M.2, often no Flashback, 1GbE / 2.5GbE≤ 8-core or 65–105 W CPUs; 12+ cores will thermal throttle
D4–6 phases ≤ 50 A, no doublingNo VRM heatsink or decorative only1 M.2; budget H610 / A520 / A620Only 65 W six-core and below; high-power CPUs throttle or shut down
PSU tierElectrical qualityTypical platformsNote
ARipple < 30 mV, strong transient response, full protections, Japanese primary caps, 10-year warrantySeasonic Prime / Vertex / Focus GX, Corsair RMx / HX / AX / SF, Super Flower Leadex, be quiet! Dark Power / Straight PowerFor flagship GPUs and overclocking
BRipple < 50 mV, complete protections, 5–7-year warrantyMSI MPG / MAG, Thermaltake GF3, Cooler Master MWE Gold V2, ASUS TUF, be quiet! Pure Power 12 M, Great Wall X, DeepCool PNThe mainstream pick
CRipple 50–80 mV, basic protections, 3–5-year warrantyCorsair CX, Gigabyte UD, Antec NeoECO, mainstream Segotep / Huntkey / Golden Field / SAMAFine for entry and iGPU builds; avoid 300 W+ GPUs
DOut-of-spec ripple or missing protections, inflated ratings, old double-forward / group-regulated designsWhite-label, no-name, decade-old entry unitsNot recommended with a discrete GPU

How historical hardware is estimated

Entries from 2007–2023 are marked "est.". Older hardware has no Cinebench 2024 or modern RT data, so we take its ratio to an "anchor" product in public reviews (e.g. the i7-2600K is ~60% of the i7-8700K in Cinebench R15) and multiply by the anchor's score in the current pool. This is fine for positioning, not for precise comparison: software, drivers and games differ across eras, so expect ±10–15% error.

Calibration: fill real review data into data-src/calibration.csv and run npm run calibrate; the "est." flag is cleared for those entries and meta.version increments.

Missing values and "not disclosed"

Where technical specs come from

Architecture-level facts (core microarchitecture, process, chip design, L1, ISA, SMT, shaders per unit, RT / AI unit generation) are derived per generation; product-level facts (die layout and area, transistors, L2, clocks, PPT / PL2, memory controller, PCIe, SM / CU, TMU / ROP, memory speed, launch price) are entered per product from public specs. Transistor density and compute per watt are derived.

Glossary

TDP
Thermal design power — a cooler design target, not actual draw
PPT / PL1 / PL2
AMD package power limit / Intel long- and short-term limits — these set real full-load draw
TBP / TGP
Desktop total board power / laptop GPU power tier; same-name laptop cards are split by TGP
Chiplet / CCD / IOD
AMD splits compute dies (CCD) and the I/O die (IOD) so each can use a different process
SM / CU / Xe-core
The basic GPU compute block for NVIDIA / AMD / Intel; shaders per unit vary by architecture
HMB
DRAM-less SSDs borrow system memory for the mapping table
Post-cache write
Sustained write after the SLC cache fills; QLC can drop to 100 MB/s
CMR / SMR
Conventional / shingled recording; SMR has slow random writes and is unsuitable for NAS / RAID
XMP / EXPO
Intel / AMD one-click memory overclock profiles
12V-2x6 / 12VHPWR
600W-class 16-pin GPU connector; 12V-2x6 is the revision with shorter sense pins
VRM / phases / amps per phase
The board circuitry powering the CPU; phases × amps per phase ≈ sustained delivery ceiling, e.g. 16 × 90 A far exceeds any desktop CPU
Tier (motherboard)
A–D tiers combine VRM, cooling, BIOS features and expansion; not a performance score
Tier (PSU)
A–D tiers combine ripple, protections, components and OEM reputation; display only

FAQ

Why does the 9950X rank above the 9800X3D overall but below in gaming?
Overall includes 25% multi-core, where 16 cores pull ahead; switch to "Gaming" to see the X3D lead.
Why not compare laptop and desktop GPUs?
Different test resolutions, power limits and cooling; mixing them misleads. The compare page warns across form factors.
Can I contribute data?
Yes. Contact the author via the blog (tanzhuo.xyz) with the review source; verified data is included in the next update.
How often is it updated?
With each release; the footer shows the data date and version.

Known limitations