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.

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Or start with $150 of credit, enough for a first month of Growth

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.

    • Example: Docs → embeddings → vector search → grounded AI answers

  • Data Residency & Compliance

    Keep vectors in the region or cloud you choose — aligned with enterprise and regulatory requirements.

    • Example: Store embeddings in your own tenant / region

  • Enterprise Scale Retrieval

    Use your existing VectorDB stack and scaling strategies while still benefiting from MonoChat’s orchestration.

    • Example: MonoChat orchestration + your VectorDB performance

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.

Keep exploring

First month of Growth on us

Power RAG with Your VectorDB

Use embedded storage or connect your own VectorDB — keep embeddings secure and retrieval fast.

Start with $150 credit Chat on WhatsApp

One code per business • 30 days to redeem • No card needed

$150 to get started.

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