RAG & Knowledge Systems

Is Your Team Wasting Time Searching for Information?

Build custom AI assistants fed by your PDFs, Notion and web data; answer questionsaccurately and with sources, instantly.

Example Workflows

See how the system works, step by step, through the three simple examples below.

How It Works

Example Workflows

Internal Knowledge Assistant

  1. Employee Question

    A team member asks “What’s our leave policy?” or “What were this client’s contract terms?” — no more digging through files.

  2. Semantic Search

    The system grasps the meaning of the question and finds the most relevant passages across your PDFs, Notion and documents in seconds.

  3. Sourced Answer

    AI gives a clear answer and cites which document it came from — it never makes things up, so you can verify with confidence.

  4. Continuous Learning

    As new documents are added, the assistant updates automatically; your institutional memory stays in one place and always fresh.

Document Ingestion & Indexing Pipeline

  1. Source Connection

    Your PDFs, Notion, Google Drive or website are connected; whenever a new document is added, it’s captured automatically.

  2. Chunking & Embedding

    Documents are split into meaningful chunks and turned into vectors the AI can understand — knowledge becomes searchable.

  3. Vector Database

    All knowledge is stored in a secure vector database (Supabase, Pinecone, etc.); your data stays under your control.

  4. Auto Refresh

    When a document changes, the relevant chunk is re-indexed; the assistant always speaks with the latest information.

Customer-Facing Support Assistant

  1. Customer Question

    A customer asks a product, pricing or usage question via your website, WhatsApp or chat.

  2. Answer from Knowledge Base

    The assistant answers only from the knowledge base you approved — on-brand, consistent and accurate.

  3. Source & Trust

    Every answer is grounded in a source; when it isn’t sure, it says so instead of inventing an answer.

  4. Human Handover

    If a question falls outside the knowledge base, the conversation is handed over to the right team with full history.

Let Your Company Knowledge Answer in One Question

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