Problem
Creators and experts often suffer from audience fragmentation. A book on Amazon, a podcast on Spotify, and a scattered WordPress blog mean disjointed analytics, lost engagement, and zero cohesion.
A unified digital platform consolidating a book store, podcast network, and personal blog, layered with an AI-powered RAG system over her entire content corpus.
Product screens
A single hub for purchasing books and accessing premium courses.

RAG-powered chat strictly grounded in her published podcast and blog corpus.

Automated ingestion pipeline mapping new RSS episodes directly to the vector DB.

RAG-powered chat strictly grounded in her published podcast and blog corpus.

A single hub for purchasing books and accessing premium courses.

Automated ingestion pipeline mapping new RSS episodes directly to the vector DB.

The strongest signal first, then the operating context around it.
Build Narrative
Creators and experts often suffer from audience fragmentation. A book on Amazon, a podcast on Spotify, and a scattered WordPress blog mean disjointed analytics, lost engagement, and zero cohesion.
I engineered a unified web platform that integrates a bookstore, a podcast network, and a blog, and topped it off with an AI assistant that uses RAG to answer user questions using only her published content.
A highly differentiated expert platform that monetizes attention effectively and acts as a powerful portfolio piece for future consultancy work.
Framing
The goal was to move away from third-party renting (Medium, Spotify, Amazon) and build owned infrastructure. By centralizing the data layer in Prisma and Supabase, I built robust sync scripts. Every time she publishes a new blog or podcast, it is instantly vectorized and made available to her RAG assistant.
Systems Index
Key features in scope
Role and product posture
Engineering
I engineered a unified web platform that integrates a bookstore, a podcast network, and a blog, and topped it off with an AI assistant that uses RAG to answer user questions using only her published content.
Systems Index
Architecture choices
Key decisions
Hardening
A highly differentiated expert platform that monetizes attention effectively and acts as a powerful portfolio piece for future consultancy work.
Systems Index
Results after shipping
Constraints
Lessons
RAG over an individual's specific corpus is one of the highest ROI AI features you can build for creators.
Unified platforms generate a compounding effect on traffic that fragmented silos cannot match.
Investing in bespoke platform design is a measurable signal of quality to professional networks.

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