A white noise machine is one of the cheapest WFH upgrades you can make if your problem is noise leakage rather than noise volume. The job of a sound machine is to raise the noise floor in your room enough that distinct sounds (a partner's Zoom call, a neighbor's lawnmower, the dog two doors down) blend into the background instead of standing out. The mechanism is psychoacoustic masking, and the variable that matters most is sound type, not loudness. Pure white noise is bright and harsh; pink noise rolls off the high frequencies (which is why it sounds more like rainfall than static); brown noise rolls off even more, sounding like a distant waterfall or a jet engine from across the runway. For masking human speech specifically, pink and brown profiles outperform white, because human voices sit in the 250 Hz to 4 kHz range and pink noise puts more energy in those bands. The split between fan-based and electronic machines is the next decision. A mechanical fan machine (Yogasleep Dohm) makes a single non-looping sound by physically moving air through a baffled chamber, which is why it sounds organic. Electronic machines (LectroFan Evo, Snooz, Sound+Sleep) generate noise digitally and offer many more sound profiles plus volume range, but the cheapest ones loop audibly every 30 to 60 seconds, which the brain hears once you notice it. Smart machines (Hatch Restore 2) add scheduling, sunrise alarms, and meditation content but cost twice as much for the noise generation alone. For pure focus and speech masking during the workday, a non-looping electronic machine (LectroFan Evo) at 50 to 65 dB is the sweet spot. For a bedroom that doubles as an office, the Hatch Restore 2 earns its premium because it shifts modes for sleep, focus, and wakeup. Skip the $20 Amazon mini-machines that loop every 8 to 10 seconds and skip any machine that maxes out below 60 dB if your room shares a wall with traffic. Capacity matters too; small bedside machines top out at 50 dB which is below typical conversation volume (60 dB), so they cannot mask voice through a wall. Look for machines rated above 75 dB for genuine masking power. Finally, plan for placement: between you and the noise source, not next to your head, with the machine pointed at the wall the sound is coming from.