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 2026Almost 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 2026The 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 2026Building effective AI agents
The reference on workflows versus agents, and when a simple setup beats an agent.
Erik Schluntz, Barry Zhang, Anthropic · Dec 2024AI 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.