Tell chatbots, automation and agents apart

Chatbots, automation and AI agents explained, so you know which one a vendor is selling.

The best free resources

  • AI vs. automation: What's the difference?
    Plain comparison table: fixed-rule automation, single-judgment AI, and multi-step agents, with examples.
    Jessica Lau, Nicole Replogle, Zapier · Sep 2026

  • Almost Timely News: What is Agentic AI?
    Defines an agent simply ("skills + schedule + plans") and the levels from chatbot upward.
    Christopher S. Penn, Almost Timely · Nov 2026

  • The twilight of the chatbots
    Why work is moving from chatting step by step to handing whole tasks to agents.
    Ethan Mollick, One Useful Thing · Jun 2026

  • Building effective AI agents
    The reference on workflows versus agents, and when a simple setup beats an agent.
    Erik Schluntz, Barry Zhang, Anthropic · Dec 2024

  • AI Agents vs. AI Assistants
    Side-by-side of assistants that answer and agents that act, with risks of each.
    Charlotte Hu, Amanda Downie, Matthew Finio, IBM Think · Oct 2024

Curated by effectiveAI. Every link checked November 2026. Know a better free resource? Tell us.

Keep going on the roadmap

Ten steps from first question to working AI in your business. All free.