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AI Automation

AI Chatbot with RAG Knowledge Base

Custom AI chatbot that learns your business knowledge and answers customer questions 24/7 with accurate, sourced responses.

System Architecture
🌐
Your Website
💬
Chat Widget
🧬
Voyage AI
Embeddings
🌳
Pinecone
Vector DB
🧠
Claude AI
(LLM)
Accurate
Answer
📄
Step 1

Upload Business Knowledge

Add your business info through the admin dashboard — paste text, upload PDFs, add FAQ pairs, or scrape your website URL. The system accepts any content format and processes it automatically.

Text PDF FAQ URL Scrape
✂️
Step 2

Intelligent Chunking

Content is automatically split into optimized chunks with overlapping context windows. FAQ pairs are preserved as individual units. This ensures the AI retrieves the most precise, relevant information.

500-word chunks 50-word overlap Context preserved
🧬
Step 3

Vector Embeddings

Each chunk is converted into a high-dimensional vector using Voyage AI's embedding model. These vectors capture the semantic meaning of your content — not just keywords, but actual understanding of what the text means.

Voyage AI Semantic Search 1024-dim vectors
🌳
Step 4

Stored in Pinecone Vector DB

Vectors are stored in Pinecone's managed vector database, organized by tenant namespace. Each client's knowledge is completely isolated. Pinecone enables millisecond similarity search across millions of vectors.

Pinecone Multi-tenant Namespace isolation
💬
Step 5

Customer Asks a Question

A visitor on your website clicks the chat widget and types a question. The widget is fully customizable — your brand colors, welcome message, and lead capture fields. Works on any website with a single script tag.

Embed anywhere Custom branding Lead capture
🔍
Step 6

RAG Retrieval — Find Relevant Knowledge

The question is embedded into a vector and searched against Pinecone. The top 5 most semantically similar knowledge chunks are retrieved — even if the customer uses different words than your source content.

Cosine similarity Top-K retrieval < 100ms
🧠
Step 7

AI Generates a Grounded Response

The retrieved knowledge chunks are injected as context into Claude AI along with the customer's question. The AI generates a natural, conversational response grounded in your actual business information — no hallucinations, no generic answers.

Claude AI Grounded answers Lead detection
24/7
Always Online
<3s
Response Time
100%
On-Brand Answers
Scalable Tenants