Messaging Operations · WhatsApp · Hybrid Assist
AI-Assisted Customer Messaging Operations Platform
A hybrid human + automation platform for business WhatsApp conversations — classify and organize inbound messages, automate routine replies, route to agents, escalate when needed, and report on outcomes.
Phase 1 centers on WhatsApp Business conversation operations for agents and admins.
Conversation routing operations board
Incoming messages are classified with keyword and behavior logic, then routed to automation or a human agent queue.
Incoming stack
- pricing
Quote for 12 seats?
- support
Delivery window today?
- lead
Need a demo this week
Decision gate
Keyword + behavior routing
- Keyword match
- Behavior signal
- Auto vs human
Agent workspace
Active Handoff
Workspace · templates · tags
Escalation
Owner / admin review
Low confidence · complaint
Follow-up
Resolved queue
Reminders · status close
Inbound through classification, assignment, agent, escalation, and follow-up.
Messaging operations map
Incoming WhatsApp traffic moves through classification, assisted replies, human handling, escalation when needed, and measurable follow-up outcomes.
System architecture
WhatsApp Cloud API ingress through a Node/Express application layer into real-time agent experiences and durable conversation storage.
01
WhatsApp Cloud API
02
Webhook ingress
03
Node / Express
04
Classify / route
05
WebSocket inbox
06
MongoDB
07
Optional Redis
Redis, Docker, PM2, and Nginx appear as deployment posture options — not simultaneous production proof.
Deep-dive chapters
Unified Conversation Inbox
Multi-thread agent inbox with filters, tags, assignment, and follow-up states.
Message Classification & Automation
Keyword and behavior-based category detection with template auto-reply and human handoff.
Agent Workspace & Templates
Agent assist workspace with template library, tone profiles, composer, and publish states.
Leads, Complaints & Escalation
Lead capture, complaint handling, manual/auto escalation, and follow-up outcomes.
Analytics & Quality Operations
Category mix, handling states, escalation trends, and quality review operations.
Integration Architecture
WhatsApp Cloud API webhook ingress, Node layer, WebSocket agent stream, and MongoDB.
Discuss messaging operations
Continue exploring messaging chapters or start a conversation about your WhatsApp operations build.