We have introduced a robust queue-based architecture for handling bulk transcript generation, replacing synchronous processes with a scalable BullMQ-driven pipeline. This new system handles the full lifecycle—fetching render-ready HTML, generating PDFs via the shared browser pool, and performing direct S3 uploads—with automatic reporting back to SparkMentis. This ensures reliable, fail-safe processing, even for large batches.