Automation Is Not AI, and Confusing Them Costs Teams Money
Zapier moved data for years without a model. Calling it AI doesn't make it smarter.
Every AI automation pitch this year is often just a rule with a chatbot glued on.
Zapier and its kind moved data between apps long before LLMs. That's plumbing, not intelligence.
The win is knowing when you need a decision model, not a narrative. Most flows don't.
I've watched teams pay for AI that a filter and a webhook already did.
Call the work what it is. You'll buy less and build more.
Updated October 28, 2026: the distinction below saves more money as 'AI' spreads onto every pricing page.
Frequently asked questions:
Q: What's the difference between automation and AI?
A: Automation is plumbing - Zapier and its kind moved data between apps long before LLMs. AI is for decisions. Calling a rule with a chatbot glued on 'AI' doesn't make it smarter.
Q: Where do teams overpay?
A: Paying for AI that a filter and a webhook already did. Most flows don't need a decision model, let alone a narrative.
Q: What's the practical rule?
A: Call the work what it is. You'll buy less and build more.