How I Built a Research Agent for Richer Blog Content (n8n + Vector Store)
Struggling to get Ai to write content that actually says something new?
In this tutorial, I’ll show you how I built a research agent using n8n, OpenAI, Perplexity and a vector store setup that helps me gather, store and reuse deep web insights for every blog post.
This agent doesn’t just automate research it creates a repeatable flow that pulls live context from trusted sources, extracts key takeaways and saves it all to Supabase for use in my RAG-powered content pipeline.
Whether you're writing solo or leading a content team, this is how I’ve started producing richer, more insightful blog content without starting from scratch every time.
Timestamps
0:00 - Intro
1:20 - Topic Researcher
1:43 - Deep Web Research with Perplexity
1:59 - Vector Store RAG System Explainer
3:15 - Citation Research
3:42 - Key Takeaways Agent
4:40 - Topic Analyst
6:18 - Summary
✅ What you'll learn in this video:
How to automate deep web research using Perplexity and OpenAI
How to store structured insights in a vector store (RAG-ready)
How to extract citation-backed takeaways from source links
How to build modular research flows with n8n + Supabase
🧠 This agent is part of a bigger AI SEO system I’ve built. Subscribe to follow the rest of the series.
💬 Questions on any part of the explainer I skimmed over? Drop them in the comments.
#AISEO #n8ntutorial #researchagent #contentstrategy #openai #supabase #rag #seoautomation
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Chapters (8)
Intro
1:20
Topic Researcher
1:43
Deep Web Research with Perplexity
1:59
Vector Store RAG System Explainer
3:15
Citation Research
3:42
Key Takeaways Agent
4:40
Topic Analyst
6:18
Summary
🎓
Tutor Explanation
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