An AI-first platform can look great in a demo, but the real deal is whether the support team can maintain it without constantly fixing prompts, correcting AI responses, or rebuilding workflows. On the other hand, a mature help desk with AI layered on top may be less elegant architecturally but already has the operational pieces a team depends on.