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Independent Trust Grade · likes.io
Every data point below is cited. We pull signals from Trustpilot, Google Reviews, Reddit threads, Sitejabber, the Better Business Bureau, Reviews.io, our own 30-day tests, domain WHOIS records, news coverage, and independent blog posts — then weight them by source reliability to produce one Trust Grade you can actually trust.
Not yet graded — we're still gathering independent signals.
Category breakdown will appear as more signals are collected.
Our editors monitor Trustpilot, Reddit, Sitejabber, the Better Business Bureau, Reviews.io, independent blogs, news coverage, and forums. Every signal is a single citation-backed data point — quote, review excerpt, or measurable outcome — never a paraphrase.
Sources with stricter moderation (Trustpilot, G2, BBB, our own 30-day tests) carry more weight than anonymous forum posts or social media. Negative signals hit ~30% harder than positives — burned buyers review; satisfied buyers mostly don't.
Signals roll up into nine categories: authenticity, quality, value, support, retention, delivery, privacy, refund handling, and overall transparency. Each contributes to a 0-100 sub-score.
The weighted-average score maps to a letter scale (A+ through F). A minimum signal-weight threshold prevents publishing a grade from too little data — if we're still gathering, the grade reads “Pending” instead of manufacturing confidence.
The grading rules are deterministic and never hand-tuned per product. Read the full methodology page for the weighted formula.
Ready to read the full editorial review of Likes.io?
Hands-on findings from our 30-day test, plus pros, cons, and verdict.