Most enterprises are stuck in AI pilot purgatory impressive demos no ROI Gartner predicts that by 2028 80 percent of successful GenAI apps will run on existing data platforms yet many still treat AI as magic exempt from existing data challenges This session shows why batch pipelines kill model value and how Confluents data streaming platform and Streaming Agents AWS Bedrock Amazon SageMaker and MCP Servers unlock scalable multi agents systems that monitor business events and instantly act or trigger real time automation Leave with practical frameworks to cut through hype and build AI architectures that drive measurable revenue and tangible business outcomes This presentation is brought to you by Confluent an AWS Partner.