Our Methodology
Every product on PickClarity receives a Trust Score calculated from seven independent dimensions. Here's exactly how it works.
The Trust Score
The Trust Score is a weighted average of seven dimensions, each scored 0-10. The final score reflects overall product quality, reliability, and value as measured by independent data sources.
Expert Score
20%Aggregated ratings from professional reviewers and trusted publications. We track scores from major outlets and normalize them to a 0-10 scale.
User Sentiment
20%Analysis of user reviews across major retailers and forums. We look at overall satisfaction, common praise points, and recurring complaints.
Complaint Risk
15%Frequency and severity of reported issues, warranty claims, and return rates. Lower complaint rates improve the score. This is an inverse metric — fewer complaints means a higher score.
Value Score
15%Performance relative to price point. A product doesn't need to be cheap — it needs to deliver appropriate value for its cost.
Freshness
10%How recently the product was released or updated. Newer products with active support score higher than discontinued models.
Community Score
10%Upvotes, downvotes, and comments from the PickClarity community. Real owners sharing real experiences.
Availability
10%In-stock status across major retailers and shipping reliability. Products that are consistently available score higher.
The Controversy Score
Separately, we compute a Controversy Score (0-10) that flags products with polarizing opinions. A high controversy score doesn't mean the product is bad — it means expert and user opinions diverge significantly. We surface this so you can make informed decisions.
Evidence Ledger
Every score is backed by an Evidence Ledger — a public log of the data sources, reviews, and test results that informed the ranking. You can click through to the original sources and verify our analysis yourself.
Independence
Rankings are editorially independent. Affiliate partnerships, sponsored placements, and advertising never influence product scores or ranking positions. Sponsored content is always clearly labeled.