How Pikkizy ranks products
Our rankings are generated by an independent sentiment engine. No brand or retailer can influence a product's position. Affiliate commissions are disclosed transparently.
1. How we score products
Pikkizy's sentiment engine analyses video and social media reviews to produce a score from 0–10. The score reflects the percentage of credible reviewer mentions that are positive, weighted by review volume and cross-platform consistency.
- ›Sources: YouTube video reviews (primary); TikTok, Instagram expanding.
- ›Minimum threshold: Products need ≥20 analysed reviews to receive a score.
- ›No retailer ratings: We do not aggregate retailer or marketplace ratings — EU Omnibus Directive compliance and fake review avoidance.
- ›Weighting: 70% sentiment signal · 30% review volume & consistency.
2. How we write buying guides
Buying guides are generated from our product database and sentiment data, then reviewed by a human editor before publication. No guide publishes automatically.
- ›AI drafts from structured product and sentiment data.
- ›Human review gate — an editor checks accuracy, tone, and category coverage before approval.
- ›Rankings refresh weekly as new reviews are analysed.
3. How we select retailers
We monitor 42 major retailers across Europe. Retailers are selected based on product range, reliability of price data, and availability of affiliate programmes. Inclusion in price monitoring is independent of commercial relationships.
4. Independence & affiliate disclosure
Pikkizy earns affiliate commissions when users click through to a retailer and make a purchase. This commission never influences product rankings, scores, or editorial coverage. Products are ranked solely by sentiment data.
Affiliate links are marked with an "affiliate link" tag wherever they appear. We do not accept sponsored placements, paid reviews, or payment to improve a product's ranking position.
5. Corrections & feedback
If you believe a product score, price, or editorial claim is inaccurate, we want to know. Corrections are reviewed within 5 business days and, where valid, applied to both the live page and the underlying dataset.
Contact us at support@pikkizy.com with the product name, the claim you believe is incorrect, and any supporting evidence.