How the AI Procurement Engine Works
Set Your Needs
Tell AI your application scenario, key specs and budget range
AI Analyzes
AI ranks products by weighted scoring (spec completeness 40%, certification validity 25%, supplier reliability 20%, pricing competitiveness 15%) and generates a compliance and supply-risk summary
Compare & Confirm
See recommended products side by side, then connect with the supplier
Product Categories
Applications
Find the right fixture for every application
Certified Brands
Verified brands ranked by data quality score (spec completeness, certification validity, export track record). Click any brand to see full product catalog and credential details.
Buying Guides
Popular Comparisons
Frequently Asked Questions
Everything you need to know about Compare2Best
How is supplier data verified?
What's the difference between certified and regular brands?
How do I compare products side-by-side?
Is Compare2Best free for buyers?
What certifications are checked?
How often is data updated?
📋 Quick Recap & Next Steps
✅ How to Use This Platform
- Choose your application scenario or filter by technical specs
- Review AI-ranked products with weighted scoring (spec completeness × certification validity × supplier reliability × price competitiveness)
- Compare up to 4 products side-by-side (CRI, CCT, IP, efficacy, certifications, MOQ, lead time)
- Contact suppliers directly through verified product pages
📊 AI Scoring Methodology
| Spec Completeness | 40% |
| Certification Validity | 25% |
| Supplier Reliability | 20% |
| Price Competitiveness | 15% |
Score ≥ 80: Premium tier | 60–79: Standard tier | Verified certifications cross-checked with issuing body databases
🔍 Supplier Verification
- ☑ Business License — verified via national registry
- ☑ Factory Audit — on-site or third-party report
- ☑ Certifications — cross-checked: UL Product iQ, ETL Directory, IECEx, DLC QPL
- ☑ Export Track Record — verified shipment history, on-time delivery rate
- ☑ Customer Ratings — aggregated from verified transactions only
5-point verification · Re-audited every 3 months · Certification expiry monitored continuously














