RAG Knowledge Agent
Ask a question in Slack. Get the right page from 50,000 docs. With citations.
Use different tools? Every integration is swappable — this is a pattern, not a product.
An enterprise-grade knowledge agent that ingests documents from Google Drive, indexes them, and serves natural-language queries with source citations. Your team asks in plain English. They get answers from YOUR documents — not a public LLM guessing.
The Build

How It Works For You
What You Get
- Ask in plain English, get cited answers
- Scales to 50,000+ documents
- Runs in YOUR Supabase — documents never leave your stack
- Auto-syncs from Google Drive
This Works For

Built by Mike Soto
20 years as a systems operator. I don't sell automation — I build systems that survive contact with reality. Every build on this page runs in my own business before it ever touches yours.
Before You Book
How long until this is running in my business?
2–3 weeks for most builds. We lock the scope on the discovery call, I ship the core pipeline in week 1, and we stress-test it in week 2.
What if I use different tools than the ones listed?
Swap any integration. Every build is a pattern, not a product. Different CRM, email tool, or database — tell me on the call and we map the substitution.
Do I need a technical team on my end?
No. I build it, you run it. If you eventually want to hand it off to your team, I document every node so a mid-level ops person can maintain it.
What happens on the discovery call?
30 minutes, no pitch. I diagnose your current setup, point to where the friction actually lives, and map what a custom version of this build looks like for you. If it's not a fit, I'll tell you.
We tried three other AI consultants who just wanted to plug in ChatGPT. Michael built actual infrastructure — integrated data pipelines, automated follow-ups, the whole stack. It actually works.
via Client EngagementLet's map your version of this.
30 minutes. No pitch. I'll diagnose where your current setup is lying to you and show you exactly what a custom version of this build looks like for your stack and workflow.