Skip to main content

🧠 CIQ Components Overview

CIQ is a modular, API-first platform designed to help developers turn documents into smart, searchable knowledge — starting with document ingestion and RAG-based querying.

Whether you're building an internal search tool, a chatbot, or a document assistant, CIQ gives you the foundation to work with unstructured files using natural language.

🔍 1. Document Ingestion​

Ingest documents into CIQ for processing. CIQ lets you upload documents via SDK. Files are automatically chunked, normalized, and stored with metadata for retrieval.

  • Upload PDFs, Word files, or plain text
  • Automatic metadata capture
  • Format normalization for better parsing

client.ingest_file(file="files/sample.pdf", callback=on_done)

🧠 2. RAG Querying​

Ask questions in plain language and get grounded answers. You can ask plain-language questions like "What is the due date?" or "What is penalty". CIQ will search your documents and respond using a context-aware LLM.

  • Semantic search + context-aware LLM response
  • No fine-tuning needed
  • Works via REST API or LangChain integration
query = "What is land breeze"
response = client.rag_query(query=query)

🧩 Mix and Match for Your Use Case​

CIQ is built to be modular — so whether you're building a chatbot, automating a document pipeline, or classifying insurance forms, you can use just the components you need.

💡 Example Workflows:

  • RAG + Ingestion → Build a Q&A assistant over legal documents
  • Ingestion + Classification → Auto-sort resumes or risk reports
  • Taxonomy + RAG → Summarize & extract structured insights from contracts

🔗 What's Next?​

🚀 Ready to Build?​

Start with one component or plug the entire CIQ stack into your app — the choice is yours.