๐‘ญ๐’“๐’๐’Ž ๐’๐’๐’† ๐’„๐’๐’๐’•๐’†๐’๐’• ๐’Š๐’…๐’†๐’‚ ๐’•๐’ ๐’“๐’†๐’‚๐’…๐’š-๐’•๐’-๐’‘๐’๐’”๐’•: ๐‘ฐ ๐’ƒ๐’–๐’Š๐’๐’• ๐’‚๐’ ๐‘จ๐‘ฐ ๐‘ป๐’Š๐’Œ๐‘ป๐’๐’Œ ๐’‚๐’–๐’•๐’๐’Ž๐’‚๐’•๐’Š๐’๐’ ๐’‘๐’“๐’๐’•๐’๐’•๐’š๐’‘๐’† ๐’Š๐’ ๐’8๐’
I recently built an AI TikTok / Shorts Content Factory prototype using n8n.
The idea behind this workflow is simple:
A user submits one content idea, and the workflow turns it into a structured short-form content production pipeline with AI generation, human approval, tracking, and ready-to-post status.
What the prototype includes:
โœ… Content input form
โœ… AI-generated hook, script, captions, scene plan, and prompts
โœ… Airtable content tracking
โœ… Human approval before moving forward
โœ… Approve / reject / revise routing
โœ… Revision Agent for improving content based on feedback
โœ… Second approval after revision
โœ… Final video prompt preparation
โœ… Voiceover placeholder for future voice API integration
โœ… Video generation placeholder for production API integration
โœ… Final video review
โœ… Posting placeholder
โœ… Final Airtable status: Ready to Post
This is currently a working prototype, not a full production system yet.
The real voiceover, video generation, and posting APIs can be connected depending on the clientโ€™s tools, API access, and production requirements.
What I focused on most was building the workflow architecture properly:
Idea โ†’ AI content โ†’ Airtable tracking โ†’ human approval โ†’ revision โ†’ final prompt โ†’ voice/video/posting stages.
I believe human approval is important in AI automation because it keeps quality control in the process instead of blindly automating everything.
Special offer for first clients:
Iโ€™m opening a few discounted MVP build spots for early clients who want to test AI automation in their content or business workflow.
This can include:
โ€ข AI content workflows
โ€ข Email reply agents
โ€ข CRM / lead follow-up automations
โ€ข Human approval workflows
โ€ข Airtable + n8n automation systems
The goal is to build a practical working prototype first, then improve it based on the real use case.
Open to feedback from anyone building AI content workflows, short-form video systems, or client automation workflows.
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8 comments
Saira Umar
4
๐‘ญ๐’“๐’๐’Ž ๐’๐’๐’† ๐’„๐’๐’๐’•๐’†๐’๐’• ๐’Š๐’…๐’†๐’‚ ๐’•๐’ ๐’“๐’†๐’‚๐’…๐’š-๐’•๐’-๐’‘๐’๐’”๐’•: ๐‘ฐ ๐’ƒ๐’–๐’Š๐’๐’• ๐’‚๐’ ๐‘จ๐‘ฐ ๐‘ป๐’Š๐’Œ๐‘ป๐’๐’Œ ๐’‚๐’–๐’•๐’๐’Ž๐’‚๐’•๐’Š๐’๐’ ๐’‘๐’“๐’๐’•๐’๐’•๐’š๐’‘๐’† ๐’Š๐’ ๐’8๐’
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