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AI Chatbots Vs Agents

October 5, 2026

Your team is already using LLMs like ChatGPT, Gemini, and Claude. However, while AI agents run on the same underlying models, they take multiple steps, use tools, and act toward a goal with far less turn-by-turn guidance. That shift from conversation to action is what makes agents powerful, and it's where new risk begins. This primer explains the difference in plain terms, so your team can adopt agents with confidence.

Download the eBook to learn:

  • How chatbots and agents differ in what they do, what they can touch, and your role.
  • How an agent works: goal, plan, act, and check, repeated until the task is done.
  • The two paths to using agents: off-the-shelf or custom-built.
  • How hidden instructions in web pages, emails, and documents can hijack an agent, a problem known as prompt injection.
  • Why a chatbot's mistake is a bad answer and an agent's mistake is a bad action, and why guardrails matter.

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Cover preview of the "AI Chatbots vs. Agents" eBook by Menlo Security.

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