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How we test and make money

Gold Penguin reviews AI and SaaS tools. Vendors and affiliate programs pay us. This page explains how we keep those two things apart.

How we make money

SourceWhat it isHow you can tell
Affiliate linksSome Visit buttons and links pay us a commission if you buy. Programs vary by tool.A disclosure line sits next to every Visit button.
Paid listingsA vendor pays to have its listing written sooner. It is written the same way as every other listing.Nothing on the listing changes. Paying only changes when it goes up.
Featured and Sponsored spotsA vendor pays for a place in the Featured row, at the top of a category or next to the alternatives.Always labelled Featured or Sponsored, and kept outside any sorted list.
Display adsAds served by Mediavine on some articles.Shown as ads on some articles. Directory pages carry none.

Where the line is

What paying buys

  • A listing that goes up sooner
  • A labelled Featured spot in the directory or a category
  • A labelled Sponsored slot near the alternatives

What it never changes

  • The order of any ranked list
  • The good and watch-out lists, or the price we show
  • A score or a verdict