AI Knowledge Base
Turn Files into Scoped Knowledge
Upload PDFs, Excel files, web pages, and text into scopes. MonoChat chunks, embeds, and stores the data in your selected VectorDB — ready to power RAG pipelines and AI agent workflows.
AI Knowledge Base Features
Build scoped knowledge from unstructured sources and use it across RAG pipelines and AI agents.
Multi-Source Ingestion
Load unstructured content from files, URLs, and raw text. Keep everything centralized and searchable.
- PDF, Excel, text, and more
- Web page import
- Bulk upload support
- Metadata & tagging
Scoped Knowledge Domains
Organize your data into scopes so every AI flow or agent retrieves from the right knowledge source.
- Separate knowledge by topic
- Per-scope access control
- Assign scopes to agents
- Avoid cross-domain leakage
Embedding Pipeline Controls
MonoChat offers ready-to-use defaults, and also lets you control how embeddings are created.
- Choose embedding model
- Chunk size & overlap settings
- Preprocessing rules
- Optional advanced tuning
Core Components
Everything you need to ingest, embed, store, and retrieve knowledge reliably.
Smart Chunking
Split documents into clean, retrieval-friendly chunks using defaults — or configure your own strategy.
Embedding Settings
Pick the embedding model and configure how data is vectorized for fast semantic retrieval.
VectorDB Destination
Store vectors in MonoChat embedded VectorDBs or connect your own VectorDB by adding credentials.
Governance & Lifecycle
Update scopes, re-index data, and manage knowledge changes safely as your content evolves.
RAG-Ready Outputs
Use scopes directly in your AI orchestrations so agents retrieve the right context at runtime.
Secure by Design
Keep data isolated per workspace/scope and store embeddings where your compliance requires.
Practical Applications
Typical ways teams use AI Knowledge Base with scopes and RAG.
Customer Support Knowledge
Create a scope for help center PDFs and policies so agents answer accurately and consistently.
Sales Enablement
Embed catalogs, pricing sheets, and brochures into a sales scope for instant product answers.
Internal Operations
Build SOP and onboarding scopes so teams and internal assistants work from a single source of truth.
Key Benefits
Core advantages you gain with scoped knowledge and configurable embeddings.
Higher Answer Quality
Ground responses in your own data to reduce hallucinations and improve trust.
Full Control When Needed
Use sane defaults or fully customize the chunking + embedding pipeline.
No Vendor Lock-in
Use embedded VectorDBs or bring your own VectorDB and keep data where you want.
Composable with Agents
Scopes plug into RAG, workflows, and AI tools for end-to-end orchestrations.
Build Your Knowledge Layer with MonoChat
Upload documents, create scopes, and power your AI agents with reliable knowledge.