‘AI marketing’ has become a category full of tools that demo beautifully and die in week three

A lot of AI marketing tools win the demo and lose the month.

The demo is gorgeous: type a prompt, get a campaign, applause. Then real life shows up. The brand voice is slightly off in a way that takes longer to fix than to write from scratch. The “insights” are confident and generic. The integration that was promised turns out to be a CSV export. By week three the tool is a tab nobody opens. 

I run a company in this space, so this is partly a critique of my own industry. Here’s what I think separates the tools that survive from the ones that churn:

• Survives: reduces a specific, painful, repeated task to near-zero effort. You feel the relief weekly.
• Churns: tries to replace judgment. Impresses once, then quietly insults the expert using it.
• Survives: meets the team inside the workflow they already have.
• Churns: demands the team rebuild their process around the tool’s worldview.
• Survives: gets more useful as it sees more of your actual data and history.
• Churns: is exactly as smart on day 90 as day one.

My honest advice to any marketer evaluating AI tools right now: ignore the demo. Ask the vendor for a customer who’s been live for six months and talk to them about week three, not week one. The valley between “impressive” and “indispensable” is where almost all of these tools die, and the demo is designed to hide that valley.

What’s a tool you adopted with excitement and abandoned within a month? And - harder question - what’s one that actually survived, and why do you think it did?