How are founders using AI tools like Clay and Apollo to run outbound prospecting and personalized cold email?

The new outbound stack is data plus AI: Apollo or Clay finds and enriches prospects, an LLM drafts openers grounded in real signals like funding or hiring, and a sending tool manages deliverability. The winners use AI for research and relevance, not volume; generic AI blasts now get filtered by Gmail and ignored by buyers. Budget as much effort for domain warmup and list quality as for clever copy, because deliverability is where most founder outbound quietly dies.