Freshworks’ latest announcements reflect a broader shift in service management AI from feature expansion to operational practicality. The real differentiator is no longer whether a vendor offers generative or agentic capabilities but whether those capabilities can be adopted quickly, grounded in strong context, and sustained within day-to-day service environments.