Social Media Content Factory with an Approval Gate by Muhammad Hasnat AkhtarSocial Media Content Factory with an Approval Gate by Muhammad Hasnat Akhtar

Social Media Content Factory with an Approval Gate

Muhammad Hasnat Akhtar

Muhammad Hasnat Akhtar

A social publishing system that generates platform-tailored posts and waits for a human yes before anything goes live.
The problem. Fully automatic posting is risky — one bad generated post is public before anyone sees it. Fully manual posting does not scale. The business needed volume without giving up control of what gets published.
What I built. A pipeline that drafts posts shaped for each platform — different length, different tone, different format for each one — then holds every batch at an approval step. The reviewer approves or rejects; only approved posts publish, and they publish on schedule to every connected account.
How it is built. n8n workflows with GPT-4o for the generation layer and an explicit approval gate in the middle of the flow, so nothing can reach a live account without a human decision. Rejections are logged with the reason, which is what makes the generation prompts get better over time instead of repeating the same mistake.
Social Media Content Factory
Social Media Content Factory
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Posted Oct 11, 2026

A social publishing system that generates platform-tailored posts and waits for a human yes before anything goes live.