Instagram RAG
Content ideas built from a knowledge base, with a human approval before anything is written.
Internal system, not for sale
How it is put together.
Source post scraper
Recent high-performing reels pulled and ranked by views.
Breakdown and analyzer
Each video read for hook, narrative, CTA and visual pattern.
RAG refinement
Agents rework the raw idea against the knowledge base.
Approval and script
Yes or no in Telegram; on yes, a full script is written.
Knowledge-base manager
Keeps the vector store current as new material arrives.
Built with n8n, Apify, Google Gemini, Pinecone, Telegram
Want a system like this for your business?
We do not sell this one. We build yours, around how your team works.