Salesforce's Feedback and Audit Trail team built an AI auditing system for Agentforce that handles 20 million model interactions monthly across 500 enterprise customers. The system overcame significant integration challenges with Data Cloud by using Kafka-based ingestion to manage unpredictable AI traffic patterns. Key technical solutions included dynamic flow control mechanisms, Tiger Team coordination across 8-10 cross-functional teams, and iterative development approaches. The architecture prioritizes trust, security, and compliance while maintaining scalability through continuous performance monitoring and architectural improvements.
Sort: