AI Support & Agents

Agentic AI

Definition

Agentic AI is AI that doesn't just answer questions but takes actions — it plans multi-step tasks, calls tools and APIs, and works toward a goal end to end with little or no human intervention.

Also known as: AI agentsautonomous AIagentic automation

How it works

A traditional chatbot maps an input to a scripted or generated reply and stops there. An agentic system adds a reasoning loop: it interprets the request, decides which steps and tools are needed, executes them, checks the result, and repeats until the task is done.

In practice that means an agent can read a customer's message, look up their order in a backend system, apply your refund policy, issue the refund through an API, and reply — rather than just describing how a refund works.

Why it matters for support

Agentic AI is the shift from deflection (answering FAQs) to resolution (actually completing the task). That's what moves automation from cost-saving on easy tickets to resolving the requests that used to require a human.

Handles multi-step workflows, not just single answers
Acts on live data through tool and API calls
Escalates to a human with full context when it isn't confident

Frequently asked

What is the difference between agentic AI and a chatbot?

A chatbot returns an answer; an agentic AI system plans and takes actions — calling tools, updating records, completing tasks — to resolve a request end to end.

Is agentic AI the same as an AI agent?

Effectively yes. "Agentic AI" describes the capability (planning and acting autonomously); an "AI agent" is a system built with that capability.

How Macha builds AI agents

Related terms

AI Agent

An AI agent is a software system that uses a language model to understand a request, decide what to do, and take actions — calling tools, retrieving data, and completing tasks — rather than just returning a single scripted answer..

Retrieval-Augmented Generation (RAG)

Retrieval-augmented generation (RAG) is a technique where an AI model retrieves relevant information from your own knowledge sources at query time and uses it to ground its answer, instead of relying only on what it memorized during training..

Ticket Deflection

Ticket deflection is the share of customer questions resolved through self-service or automation before they ever become a human-handled support ticket..

Custom Tools

In Macha, a custom tool lets an AI agent call any HTTP API endpoint you configure — so an agent can read live data or take an action in a system Macha doesn't have a built-in connector for, without waiting for a marketplace app..

Put these ideas to work

Macha is an AI agent layer that sits on top of the help desk you already run, Zendesk, Freshdesk, Front, Intercom, or Gorgias.

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