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Core System Architecture

Grounded AI Chatbots Built On Your Company Knowledge

Train custom RAG (Retrieval-Augmented Generation) assistants to answer client questions using your precise business documentation.

Ideal Scopes

Who This Is Engineered For

SaaS founders needing instant developer support documentation lookups.

Online service agencies answering frequent pricing and packaging queries.

E-commerce platforms with clear returns policies and product spec docs.

Deployment Deliverables

What You Get in the Base Setup

A comprehensive list of fully configured nodes, layouts, and pipelines included in our custom system builds.

  • A website chat widget custom-styled for your brand identity.
  • A secure vector database (Supabase/Pinecone) hosting your knowledge docs.
  • n8n AI agent workflows connecting OpenAI / Gemini API nodes.
  • Handoff forms to route unresolved chats straight to your team email or WhatsApp.
Integrations

Connected to Your Existing Stack

We configure safe, secure webhooks, vector connections, and client databases directly interacting with the products you already rely on.

OpenAI API Gemini API Supabase / Pinecone n8n Astro / Next.js Widget
System Checkout

Expected Delivery

10-15 Days

Starting Quote

$1,800

✓ Custom n8n workflow pipelines included.

✓ Full client-side data configuration & Supabase hook setup.

✓ Hand-off instruction session & 30 days post-launch support.

Implementation breakdown

Deep Dive & Technical Breakdown

Traditional support widgets rely on rigid button paths. Our RAG-powered AI assistants understand natural human speech, answer in seconds, and ensure visitors get correct info without waiting for a rep.

Service FAQ

Frequently Asked Questions

Will the AI make up false details?

No. We implement system instructions and vector retrieval constraints (RAG) that force the model to say 'I don't know' rather than hallucinating answers.

How do I update the chatbot's knowledge?

We set up a simple Google Drive folder or Git repo. Simply drop new text files or updated guides there, and the database syncs automatically.