How we test

The Customer X Factor is built to answer one question honestly: what should you buy? We do not invent urgency, fake review counts, or sold rankings.

What a recommendation includes

Who it is for and who should skip it
What we measured versus what we inferred from specs and long-term owner reports
Tradeoffs in plain language
Retailer offers as a list of merchants, not a single buy button
Last updated date so you can see freshness

Retailer-agnostic offers

Each product can have many offers. An offer is a merchant, a destination URL, an optional network tag (Amazon Associates, Impact, CJ, etc.), and a last-checked timestamp. Adding Home Depot, Newegg, or a future partner does not require a new page template.

What we will not do

Fake scarcity or countdown timers
Hide that a link is affiliate
Claim a test we did not run
Lock recommendations to a single retailer