Chatbot vs AI Agent: The Core Difference
A chatbot is a decision tree with a chat interface. An AI agent is an autonomous reasoner that plans, acts, and adapts.
| Capability | Chatbot | AI Agent |
|---|
| Conversation | Scripted flows | Free-form reasoning |
| Actions | Button clicks | API calls, tool use |
| Memory | Session only | Persistent context |
| Failure mode | "I don't understand" | Escalate intelligently |
The Three Waves
- Rule-based chatbots (2016-2019): If-then trees, keyword matching
- NLU-powered bots (2019-2023): Intent classification, slot filling
- LLM-based agents (2023+): Reasoning, planning, tool use
Why Founders Should Care
A well-built AI agent handles 70-80% of Tier-1 support without scripting every flow and integrates directly with your CRM.
When to Upgrade
Upgrade when scripted flows can't keep up, customers complain about "robotic" interactions, or you need the bot to do things, not just answer.
The Migration Path
Start hybrid: chatbot for FAQs, AI agent for complex queries. Measure resolution rates, then gradually shift traffic.