Anyone who has asked a model to "write a post" knows the result: smooth, correct and completely faceless. The problem is not AI, but that it was given neither the author's voice nor an understanding of which formats work for your audience. Below is what you need to add to change that.
Step 1. Find out which formats work
Before generating anything, export all the account's posts and sort them by reach. That shows which formats your audience actually responds to. Most systems skip this step and write blind, yet landing in a format that works on the platform is half of the result.
Step 2. Build a voice profile
General instructions like "write boldly and with humor" do almost nothing. What works is taking the author's real posts, picking the few most similar successful examples for each new generation and showing them to the model. That way it picks up not a "tone" but a specific, living style.
Step 3. Check every draft
A second pass: another model scores the draft against the author's voice and sends it back for revision until it clears a threshold. This filters out faceless text before a person ever sees it.
Step 4. One-tap approval
Finished cards arrive in the author's Telegram: approve, edit, reject, regenerate. Approved posts publish themselves on a schedule. The person stays the editor but spends minutes, not hours.
Step 5. Train the system on results
If the author marks posts ("my voice / not my voice") and the system sees which posts led to inquiries, then every week it gets more accurate in both style and the formats that convert.
What this produced in practice
This is how the system for a private tutor's Threads account is built: one post reached 770,000 views and 35,000 likes, became the account's top post, and a major telecom brand showed up in the comments. Most importantly, after that, such results stopped depending on the author's mood and free time: content goes out every day. The full breakdown is in the case study.
FAQ
Won't the texts all end up the same and sound like AI?
They will if you write without a voice profile and checks. A voice profile built from real posts and a second-pass style check are exactly what remove that problem.
Does the author need to review every post?
We recommend it, with one tap in Telegram. It keeps control in your hands and protects against weak texts.