
Architecture & APIs
Conversational CRM and Unified Customer Memory: Bridging Multi-Channel Silos
Customers do not think in departmental silos: they start on WhatsApp, follow up via email, speak to a rep on the phone, and file an emergency support ticket. Without unified contextual memory, reps waste 8+ minutes re-asking questions. Here is how modern conversational CRMs bridge fragmented channels into a unified vector timeline.
9/22/2026
8 min