Eman Fatima@emfa893437318

Trust Layer is a full-stack anti-counterfeit verification and consumer engagement platform designed to protect brand integrity, secure supply chains, and empower buyers through intelligent product interaction. How It Works Serialization: Brands assign a cryptographically unique QR code to every individual physical unit during manufacturing. First-Scan Authentication: Upon a consumer's scan, the system checks the code's state. If "unclaimed," the product is authenticated and locked. If the code is already "claimed," the system instantly alerts the user of a potential counterfeit and logs the threat. RAG AI Execution: Authenticated users can query the AI. The system matches the context from the brand's verified documents, and feeds it to the LLM for a precise, factual response. Live Telemetry: All scans, counterfeit flags, and user data are streamed to the brand's dashboard for real-time tracking, fraud detection, and consumer insight analysis. Core Features Zero-Trust Verification: Every product unit is assigned a cryptographically unique QR code. The absolute first scan establishes legitimate ownership. Any subsequent scans of that identical code instantly flag the item as a potential counterfeit, protecting the consumer and alerting the brand. RAG-Powered AI Assistant: Consumers can chat with a built-in AI agent to ask natural language questions about ingredients, usage instructions, or warranties. Utilizing a Retrieval-Augmented Generation (RAG) architecture, the AI pulls deterministic, accurate answers strictly from the brand’s verified documents, eliminating LLM hallucinations. Proactive Recall Alerts: In the rare event of a defect, brands can trigger targeted recall notifications directly to the smartphones of the exact consumers who scanned the affected batch. Brand Telemetry Dashboard: Owners access a real-time analytics portal tracking scan velocity and device details, while maintaining an intuitive interface to update the AI's product knowledge base.

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