VectorDB Integration
Embedded or Bring Your Own VectorDB
MonoChat lets you store embeddings in embedded VectorDBs or connect your own VectorDB provider via credentials. Keep vectors secure, compliant, and stored exactly where you prefer — while powering fast retrieval and RAG.
Vector Storage Options
Start with embedded VectorDBs or connect your own provider — while keeping everything secure and retrieval-ready.
Embedded VectorDBs
Start instantly with MonoChat-managed vector databases — ideal for fast onboarding and simple deployments.
- Zero configuration setup
- Managed indexing & performance
- Works out of the box with RAG
- Great for quick PoCs and MVPs
Bring Your Own VectorDB
Connect any VectorDB service by entering credentials inside MonoChat — keep embeddings in your infrastructure.
- Connect external VectorDB providers
- Credential-based connection setup
- Data residency control
- Use existing enterprise storage policies
Secure Credentials & Access
Keep secrets safe and control which workspaces and flows can access which VectorDB connections.
- Encrypted credential storage
- Workspace-level isolation
- Role-based access patterns
- Auditable connection usage
Optimized Retrieval for RAG
Vector search is tuned for speed and relevance — improving answer quality and reducing hallucinations.
- Fast similarity search
- Chunking & embedding pipelines
- Top-k and filtering support
- Hybrid patterns with metadata
Use Cases
Common ways teams use VectorDB Integration across knowledge, compliance, and scale.
Knowledge Base & RAG
Store embeddings securely and serve accurate answers from your documents, websites, and internal data.
Data Residency & Compliance
Keep vectors in the region or cloud you choose — aligned with enterprise and regulatory requirements.
Enterprise Scale Retrieval
Use your existing VectorDB stack and scaling strategies while still benefiting from MonoChat’s orchestration.
Key Benefits
Security, ownership, and flexibility — without sacrificing retrieval quality.
Full Data Ownership
Vectors can live inside your preferred VectorDB — you control storage, retention, and policies.
Faster Onboarding
Use embedded VectorDBs to start in minutes, then migrate to your own provider when needed.
Secure by Design
Credentials are protected and usage is controlled through workspace and permission boundaries.
Better AI Answers
High-quality retrieval boosts RAG accuracy, reduces hallucinations, and improves user trust.
Power RAG with Your VectorDB
Use embedded storage or connect your own VectorDB — keep embeddings secure and retrieval fast.