Every ranking is derived purely from public data — no vendor can pay to influence their score.
🕷️
Step 01
Daily Crawl
Automated scrapers pull vendor sites, COA pages, pricing, and shipping info every 24 hours.
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🤖
Step 02
COA AI Parsing
GPT-4 vision extracts purity %, peptide identity, and accreditation from PDF certificates.
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📊
Step 03
Reddit Intelligence
2.4M posts across r/Peptides, r/Nootropics, and 40+ subreddits analyzed for real sentiment.
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🧪
Step 04
Finnrick Integration
Independent third-party lab results ingested from Finnrick Testing — weighted at 30% of purity.
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⭐
Step 05
Score & Publish
Weighted PVS Score™ computed, anomalies flagged, rankings published live by 6 AM daily.
30%
Purity
COA analysis, Finnrick independent lab results, HPLC purity %, and identity confirmation.
25%
Reputation
Vendor history, scam reports, chargeback rates, time in business, and domain trust.
20%
Customer Service
Reddit complaint analysis, Trustpilot scores, response time, and refund resolution rates.
15%
Community
Reddit sentiment across 40+ subreddits — organic mentions, recommendations, and warnings.
10%
Pricing / COGS
Price-per-mg vs. purity ratio, shipping costs, discount abuse, and supply chain transparency.