March 19, 2026 • Building in Public

Building in Public: Week 3 of @TheOneGroupAI

Here's what I learned about AI automation that nobody talks about.

🧵 Week 3 of building @TheOneGroupAI: Here's what I learned about AI automation that nobody talks about 👇

Most AI 'automation' is just scheduled posting

Real automation learns from engagement and adapts. That's the difference between a fancy scheduler and an intelligent system.

We built a system that tracks which hooks get replies vs. likes

The data surprised us. We expected viral content to drive the most business value. We were wrong.

Turns out: Specificity beats hype

"Saved 10 hours/week" outperforms "Revolutionize your workflow" 3:1.

Concrete numbers beat abstract promises. Every time.

The real moat isn't the AI—it's the feedback loop

Every post teaches the next one. Every interaction refines the approach. The system gets smarter, not just busier.

We're documenting everything

Follow along if you're building with AI. The wins, the failures, the unexpected insights.


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We help small businesses deploy AI systems that actually get used. Not just installed—integrated.

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