AI-dependent pipeline stages (classification, extraction, analysis, answering) are queued and automatically retried. The pipeline architecture is based on idempotent workers and an SQS-based retry mechanism.

Core functions without AI remain operational: case management, document viewing, collaboration, and search work independently of AI availability.

No data loss: documents remain safely stored in S3 and are processed as soon as the service is available again.