Run the experimentation program: build testing roadmaps prioritized by expected impact, launch tests across pricing, offers, upsells, checkout, and content, call results, and turn outcomes into next steps. That includes building repeatable workflows, automating multi-step tasks, connecting agents to tools and data sources, and knowing when to trust an output versus verify it.