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How It Works

AI Chatbot with
RAG Knowledge Base

Custom AI chatbot that learns your business knowledge and answers customer questions 24/7 with accurate, sourced responses. Embeds on any website with a single script tag.

24/7
Always Online
< 3 Sec
Response Time
100%
On-Brand Answers
Scalable Tenants
📄
Step 1 — Admin Dashboard
Upload Business Knowledge
Paste text, upload PDFs, add FAQ pairs, or scrape your website URL. All content is automatically processed and indexed for AI retrieval.
✓ Paste text  ✓ Upload PDFs  ✓ FAQ pairs  ✓ Website URL scraping
✂️
Step 2 — Automated
Intelligent Chunking
Content is split into optimized 500-word chunks with 50-word overlapping context windows. This ensures the AI never misses context that spans chunk boundaries.
🧠
Step 3 — Voyage AI
Vector Embeddings
Each chunk is converted into a 1024-dimensional vector using Voyage AI — capturing semantic meaning, not just keywords. This enables finding relevant answers even when the exact words don't match.
🌳
Step 4 — Pinecone
Stored in Vector Database
Vectors are stored in Pinecone with per-client namespace isolation. Millisecond similarity search across thousands of documents. Each client's knowledge base is completely separate.
💬
Step 5 — Your Website
Customer Asks a Question
Visitor clicks the chat widget on your site. Fully customizable branding, welcome message, and suggested questions. Works on any website with a single embed script.
✓ Custom branding  ✓ Any website  ✓ Lead capture built-in  ✓ Mobile responsive
🔍
Step 6 — < 100ms
RAG Retrieval
The question is embedded into a vector and compared against your knowledge base. Top 5 most semantically similar chunks are retrieved instantly — finding the exact information needed to answer.
🤖
Step 7 — Claude AI
AI Generates Grounded Response
Retrieved knowledge chunks are injected into Claude AI alongside the customer's question. The AI generates a natural, accurate response grounded in YOUR business data — no hallucinations.
✅ Grounded Answers Only uses your actual business knowledge
🎯 Lead Detection Flags buying signals and captures contact info
🔒 Multi-Tenant Each client gets their own isolated knowledge base

Also Included

📊
Client Dashboard
Manage knowledge, view conversations
🎨
Custom Branding
Match your website's look and feel
📧
Lead Capture
Collect emails and phone numbers
🔗
Embed Anywhere
Single script tag installation
📈
Analytics
Track questions, satisfaction, gaps
⚙️
Prompt Control
Customize AI personality and rules

Powered By

Python
FastAPI
Claude AI
Voyage AI
Pinecone
Supabase