A fact-checking dashboard and predictive platform that identifies existing fact-checks from Vishvas News matching viral misinformation claims. Supports multilingual queries using a BM25+ retriever, a supervised FastText classifier, and a compact model for semantic similarity, fused via Reciprocal Rank Fusion.