Intelligence is only as valuable as its source. The data compiled on this domain is gathered under strict protocols to ensure absolute objectivity regarding hardware performance.

1. Hardware Acquisition

All switch samples are procured anonymously via standard retail channels or aftermarket group buys. No review units are accepted from Cherry, Gateron, Kailh, or any boutique vendor. This eliminates the risk of receiving "cherry-picked" high-tolerance batches designed to skew review data.

2. Acoustic Analysis

Acoustic signatures are recorded using a standardized setup: a fixed-position condenser microphone, a dense aluminum chassis keyboard, and standard GMK ABS keycaps. Audio files are analyzed for frequency peaks to distinguish between a low-frequency "thock" and a high-frequency "clack."

3. Friction Profiling

Smoothness is not judged entirely subjectively. Stems are analyzed under magnification to inspect factory molding sprues and rail tolerances. Actuation forces are verified using precision weights to ensure manufacturer specifications match physical reality.