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Multi-Agent Architecture

Specialized AI agents collaborate behind the scenes to handle different tasks, intents, and scenarios.

Behind every great WhatsApp customer experience is a fast, accurate decision engine - especially when conversations become complex. Voxd’s Multi-Agent Architecture ensures your chatbot doesn’t rely on a single “generalist” brain. Instead, specialised AI agents collaborate behind the scenes, each handling specific intents, tasks, and scenarios. The result: more reliable automation, cleaner handoffs between responsibilities, and consistently on-brand responses - at scale - directly in WhatsApp.

Purpose-Built Agents for Every Part of the Journey

In many businesses, one conversation can include sales enquiries, policy questions, order checks, and escalation signals - all within minutes. Multi-Agent Architecture lets Voxd assign the right capability to the right moment.

With Voxd, each agent can be configured with agent-specific system prompts (tone, rules, objectives) and rich contextual prompting, including:

  • Full conversation history for continuity
  • Customer context (e.g., name, preferences, previous orders)
  • Real-time data from external systems (CRM/account/order status)
  • Access to knowledge sources (FAQs, product catalogues, policies, menus, price lists)

This means a Sales Agent can focus on conversion, a Support Agent can prioritise accuracy and compliance, and a Policy Agent can apply strict business rules - without diluting quality across the conversation.

Example: Retail & E-commerce on WhatsApp

  • A customer asks: “Where’s my order?” → Order Status Agent uses tools to query live delivery status.
  • The same user then asks: “Can I return this?” → Returns Policy Agent responds from approved policy knowledge.
  • They finish with: “Do you have this in blue?” → Product Discovery Agent recommends based on catalogue and availability.

Tool-Enabled Collaboration That Actually Gets Work Done

Multi-agent systems are powerful only when they can act - not just talk. Voxd agents are tool-enabled, allowing them to interact with back-office systems in real time:

  • Query and update CRM records
  • Create or modify internal system records
  • Check bookings, payments, delivery status, or account flags
  • Capture lead details and push them to sales pipelines

Because Voxd processes WhatsApp messages through a secure Meta webhook, queues them for reliability, and delivers responses via the Meta Graph API, your multi-agent setup remains stable even during traffic spikes or external system delays.

Example: Lead Qualification + Booking

A Qualification Agent gathers requirements, then hands off to a Scheduling Agent that checks availability and confirms appointments - while a background worker tags the conversation outcome for reporting.

Built for Control, Oversight, and Real-World Risk Management

A common concern is: “Will multiple agents create inconsistent answers?” Voxd addresses this with structured prompts, business rules, and oversight tools. You maintain confidence through:

  • Conversation Analysis in the management portal (see what happened and why)
  • Pause & Takeover to switch instantly to a human agent when needed
  • Feedback & Training loops to continuously improve performance
  • AI Workers Dashboard to monitor background actions (follow-ups, sentiment alerts, qualification triggers)

Another concern is future-proofing. Voxd supports any LLM provider, giving you flexibility to switch models as technology evolves - without rebuilding your architecture.

Summary: More Accuracy, Better Automation, Higher Conversions

Multi-Agent Architecture turns your WhatsApp chatbot from a single assistant into a coordinated team: specialised, tool-enabled, and operationally governed. With Voxd, you get more accurate answers, faster resolutions, smarter sales conversations, and scalable automation - all backed by enterprise-grade reliability, security, and a platform designed for continuous improvement.

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