AIVN uses a two-stage batch pipeline: Python script generates pipe-separated text files, which are then piped to batch_insert.py for database insertion. This architecture provides several advantages: batch files serve as permanent audit trails, errors are caught before insertion, batches can be reviewed and replayed, and the text format is human-readable. The pipeline approach also enables parallel generation and insertion.