About ApprovalWhisper

The problem

Counterfeit goods cost the global economy over $500 billion a year. Buyers on resale platforms risk getting burned on sneakers, handbags, watches, and wine. Traditional product review is slow, expensive, and gated by experts who see only what they've been trained on.

Our approach

ApprovalWhisper evaluates submitted media and product context using controlled review workflows that combine automated analysis with human expert review. We report a confidence level — never a guarantee.

Lower-confidence scans are escalated to human experts for additional review.

Safe language, no absolutes

We never say “authentic” or “fake.” A product is either High Confidence, Moderate Confidence, Low Confidence, or Inconclusive — and every assessment comes with a tamper-evident cryptographic certificate you can verify independently.

Who we are

ApprovalWhisper is built by the CGG team — engineers and researchers focused on review integrity, AI governance, and consumer protection. The platform operates under controlled, auditable review workflows.

Roadmap

• Now: Consumer web app, 4 product categories, 3-tier pricing
• 12 months: iOS + Android apps, expanded categories
• 24 months: API licensing for resellers and insurance carriers
• 36 months: Enterprise insurance fraud detection contracts