• How Opella’s global AMP framework advances marketing-mix modelling and econometrics for evidence-based decisionmaking
• Using simulation and optimization to test marketing scenarios before real-world budget commitment
• The next step: exploring agent-based approaches for simulating multi-channel marketing interactions and future personalization workflows
• A hybrid system where humans remain in the loop to validate and approve outcomes, reducing planning cycles from days to hours
• Personal AI generally refers to AI systems that are designed specifically for an individual, learning from their unique data and behaviors
• How enterprises are combining traditional ML-based personalization signals with GenAI agents to orchestrate dynamic, goal-driven marketing and customer engagement workflows
• Practical challenges in deploying agentic systems—from data integration and model oversight to aligning agent actions with brand, compliance, and campaign strategy
• The evolving role of AI teams, marketing leaders, and human reviewers in co-piloting agentic workflows that accelerate planning, content creation, and decision cycles
Check out the incredible speaker line-up to see who will be joining Cristina.
Download The Latest Agenda