Executive Summary
The world is awash in agents, and every enterprise vendor and large language model (LLM) provider is now agentic. At Constellation’s AI Forum DC in September 2025 and AI Forum Silicon Valley in March 2026, more than 150 AI practitioners shared many best practices and lessons learned in agentic AI deployment. These data, analytics, and AI professionals showed how they were able to achieve a real return on transformation investment (RTI) for sales, marketing, service, commerce, and advertising.
