Why disclosure matters in this category

Almost every comparison of portrait tools earns a commission. What matters more than the commission is whether it is stated.

What a declared programme means

That you can read the ranking correctly. What is distorted is not the judgement on a product but the shortlist: a vendor without an affiliate programme appears nowhere.

What a concealed one means

That you mistake a recommendation for an assessment. That is the real damage, and the reader bears it.

How to check a comparison

Does it say which source photographs were used? Does it show a failed run? Does it carry a date?

Three questions that work regardless of who gains from the click.

The test nobody earns from

Run your own face through two free tiers. Twenty minutes of your own evidence against ten articles of someone else's opinion — and the only test nobody has an incentive to shape.