Agentic AI is changing how performance marketers manage bids, budgets, creative, and emerging ad surfaces such as ChatGPT and AI-native media. This guide shows how to use competitive intelligence, sandbox testing, and Anstrex-style research to study these systems without putting today’s media budget at unnecessary risk.