How reliable are these ratings?

All of the picks below draw primarily from Amazon verified-purchase reviews. That is a useful real-world signal but a gameable one, and this category had little independent expert-lab or specialist-community coverage in our data, so we have kept scores moderate to reflect the limited cross-checking available.