How Many Social Media Platforms a Personal Brand Needs (I Cut 9 to 3)
You don't need to be everywhere. You need 2 or 3 platforms where your audience already hangs out, that rank on Google, and that run from one source piece of content.
Every post. Every step of what I'm figuring out about AI. Written for people trying to do the same.
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You don't need to be everywhere. You need 2 or 3 platforms where your audience already hangs out, that rank on Google, and that run from one source piece of content.
I write with one AI and review with a different one. The second model sees blindspots the first model can't see in its own work.
I produced three versions of every blog post until a side-by-side reading test showed the multi-format pipeline was carrying weight that did not need to be there.
Each rewrite revealed a rule the draft was breaking. Here is the drill-down for fixing AI writing that feels off.
I shipped 12 posts while my foundation was still moving. Every shift forced a sweep across all of them. Here is the audit that saves the rewrite tax.
Five versions of the same AI setup taught me four lessons that apply to any AI writing workflow. Skip the rebuilds.
Every long-form piece you publish has one or two lines worth saving. Build a file to catch them, organize by topic, and use them across channels.
When two files claim to tell the same story, one of them eventually drifts. The drift turns into a tax you keep paying every time you write.
AI does not lie on purpose. It pattern-matches. If you do not tell it to ask before inventing, it will fill the blanks with details that sound right but are not yours.