Skip to content

RAG Knowledge Agent

Ask a question in Slack. Get the right page from 50,000 docs. With citations.

Replaces a $30K/yr knowledge manager
~10 hrs/weeksavedOn-demand
n8nGeminiPGVectorCohereGoogle DriveSupabase

Use different tools? Every integration is swappable — this is a pattern, not a product.

See Your Version in 30 MinutesFree discovery call. No pitch. 3 slots a week.

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

RAG Knowledge Agent n8n workflow diagram

How It Works For You

1
You drop files in DriveOr swap for your preferred storage
2
It indexes for youChunks, embeds, and stores — all automatic
3
Your team asks a questionIn Slack, in plain English
4
It finds the right pageVector search + reranker for precision
5
It answers with citationsSources linked — your team trusts the output

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

LegalFinanceConsultingEnterprise
Mike Soto

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 Engagement
See the full case studies
BOOK YOUR FREE DISCOVERY CALL

Let'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.

Ships in 2–3 weeksCustom to your stackNot a fit? I'll tell you
Book Free Discovery CallOnly 3 discovery calls per week
Drag