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How does an AI agent work? Step-by-step explanation
IA Conversacional

How does an AI agent work? Step-by-step explanation

April 6, 20262 min read

A conversational AI agent is an autonomous system that answers, understands, decides and acts on behalf of your business. Unlike a basic chatbot, an AI agent does not follow scripts — it reasons, adapts and executes complex tasks. Here is how it works step by step.

Step 1: Receiving the message

The agent receives input from the customer on any channel: chat message, phone call, WhatsApp, email or Instagram DM. All channels converge on the same AI engine.

Step 2: Understanding (NLU)

The natural language understanding (NLU) engine analyzes the message and extracts: customer intent (what they want), entities (specific data such as dates, names, products) and sentiment (positive, negative, urgent).

Step 3: Context

The agent queries the customer’s history: previous conversations, purchases, appointments, open tickets. With this context, it personalizes its response and actions.

Step 4: Reasoning

Unlike a chatbot, the agent does not look for a predefined answer. It reasons about the best action: should it respond directly? Query a database? Schedule an appointment? Escalate to a human? The decision is made in milliseconds.

Step 5: Action

The agent executes the chosen action: queries the CRM, books an appointment in the calendar, updates a ticket, sends a catalog via WhatsApp or transfers to a human agent with full context.

Step 6: Response

It generates a natural language response adapted to the channel (text for chat, human voice for phone) and the tone of the conversation. The response is contextual, relevant and action-oriented.

Step 7: Learning

Every interaction improves the system. Human agent corrections, customer feedback and conversation patterns are used to continuously optimize the agent’s performance.

Difference from a chatbot

Chatbot AI Agent
Responses Predefined Generated
Actions Limited Multiple systems
Channels 1-2 All
Context Current conversation Full history
Learning Manual Continuous
SA

StaffDigital AI Team

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