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What is agentic AI?

Agentic AI is AI that plans and takes actions with tools to reach a goal, instead of only answering questions. An AI agent is one such system.

Last updated 29 October 2026

Short answer
Agentic AI describes AI systems that plan and take actions to reach a goal, such as searching the web, calling other software or updating records, rather than only replying with text. An AI agent is one such system: an AI model connected to tools, choosing each next step from the results of the last.

Agents, workflows and chatbots

  • A chatbot replies with text. An agent also acts: it searches, reads, writes or calls another system, then checks the result.
  • A workflow runs a model and tools along steps written in advance. An agent decides its own next step as it goes.
  • Fixed workflows suit well-defined tasks where you want predictable results. Agents suit open-ended tasks where the number of steps can't be known in advance.

Agentic AI and AI employees

An AI agent is a building block. An AI employee is a whole job for one team, built from agents: it owns the team's recurring work, works in the team's own tools, follows written rules and asks a named person before anything risky. Our page "What is an AI employee?" covers that idea.

BeforeQuery's AI Marketer is one example: one AI employee made up of eight agents, including the SEO Agent, which audits your homepage every day, and the Writer Agent, which drafts an article a day for you to approve.

Risks to manage

  • Indirect prompt injection: instructions planted in a web page or document that the agent reads.
  • Harmful actions with no attacker involved, when the agent pursues its goal in a way nobody intended.
  • Errors that add up over many steps, which is why agents are tested in safe environments first.
  • The usual safeguards: only the access each agent needs, a person's approval before risky actions, and a record of everything it does.

Questions

Is an AI agent the same as an AI employee?

No. An agent is the technology. An AI employee is one team's whole job, built from agents and wrapped in that team's rules, approvals and records.

Do AI agents work without people?

Once a task is clear they plan and act on their own, but well-designed agents stop for a person at checkpoints, when they get stuck or before anything risky.

Is agentic AI the same as automation?

Traditional automation follows fixed steps someone wrote. An agent works out its steps from a goal, which helps when requests come in plain words and vary each time.

Hire your first AI employee

The AI Marketer is ready today, free to start. For your other teams, tell us which one needs an AI employee and we'll show you how it works with your tools.