The Challenge: Deep Research at Scale
Complex RAG pipelines for multi-step agent queries dramatically increase processing demands. When engineered well, they elevate service value; when poorly executed, they inflate costs, slow responses, and erode competitiveness. For this class of workload, performance, scalability, accuracy, and extensibility are critical—any compromise directly impacts service quality. Vespa.ai meets these demands, handling massive data volumes, intricate retrieval pipelines, and real-time multi-phase ranking at true production scale.