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  AI chatbots for lead generation have moved well past the scripted, keyword-triggered bots that used to frustrate more people than they helped. Modern AI chatbots can hold useful conversations, qualify leads with relevant follow-up questions, and resolve straightforward customer service issues without a human getting involved. But the gap between a chatbot that helps and one that annoys still

  The conversation around AI in marketing 2026 has shifted noticeably. A couple of years ago, most of it was speculation about what AI might eventually do. Now it’s mostly about workflow — which tasks teams have actually handed off, which ones they tried and walked back, and where the technology still needs a human holding the reins. This ties