The shift is real. AI native platforms build the agent and help desk together, so it drafts replies, summarizes, routes, and hands off with full context. Traditional tools like Zendesk and Intercom bolt AI on top, which works but adds cost and complexity. After a few months, what matters most is predictable pricing, clean escalations, and whether your team actually finds daily work easier.