DOCSScam Intelligence Ingestion System — Architecture
Scalable pipeline that ingests public scam reports and turns them into deduplicated, classified, severity-scored intelligence: rule+AI classification across 12 scam types, PII redaction, spam/abuse pre-filtering, Gemini moderation, embedding-based semantic deduplication and clustering, vector search, trending dashboard, regional heatmap, admin moderation queue, and a public alert feed. Includes Firestore collections, indexing strategy, prompt structure, and moderation flow.