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, wine, and even pharmaceuticals. Traditional authentication is slow, expensive, and gated by experts who see only what they've been trained on.

Our approach

ApprovalWhisper combines multi-layer forensic analysis with human expert review. Our ClearGarment AI engine evaluates seven independent evidence layers — media forensics, product reference matching, cross-modal correlation, multi-layer integrity analysis, tamper detection, and more — then gates results through deterministic decision rules that never overclaim confidence.

Low-confidence scans escalate to human experts. Their feedback trains our learning system so the platform gets stronger with every 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-proof cryptographic certificate you can verify independently.

Who we are

ApprovalWhisper is built by the ClearGarment AI team — engineers and researchers focused on forensic integrity, AI governance, and consumer protection. Our platform runs under a strict Dormant Doctrine governance framework: every agent, every decision, every training update is auditable.

Roadmap

• Now: Consumer web app, 5 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