From Paper Trails to Automated Databases: Inside Margissanceai Why Physical Records Fall Short in Modern Data Environments Conventional systems that rely on physical records-paper files, manual ledgers, or local spreadsheets-introduce bottlenecks. Data retrieval is slow, error rates from human transcription are high, and storage costs escalate. Scaling such systems requires proportional physical space and labor,