Affiliate Disclosure
ML Finds is enrolled in the Amazon Associates Program. Some Amazon links on this site are affiliate links: if you follow them and make a qualifying purchase, we may earn a commission at no additional cost to you.
How affiliate links work on this site
Affiliate links are Amazon Special Links identified by our Associates store ID. They are plain links (no shorteners, no unrelated tracking parameters) and carry the program-required disclosure next to them. Where a product is not currently available on Amazon, we show an "unavailable" notice instead of a link rather than linking to a substitute product.
Disclosure placement
The following apply to every affiliate link:
- This page and the site footer carry the program-required disclosure language ("As an Amazon Associate I earn from qualifying purchases.").
- A disclosure sits directly next to every affiliate link.
- Prices and availability were re-verified at activation time (2026-09-15).
Endorsement and truthfulness
We do not fabricate reviews, testimonials, or urgency, and we do not claim to have tested a product we have not physically owned. When we publish recommendations, we label the evidence status of every claim — evidence, hypothesis, estimate, unknown, or requires validation.
Any recommendation that could be seen as an endorsement will carry a clear disclosure, consistent with FTC endorsement-disclosure requirements evidence — Participation Requirements §3(b). We do not display retailer customer reviews or star ratings verbatim unless permitted by the applicable program; we cite factual marketplace signals (rating counts, badges) only as snapshots.