Overview
ApertureDB is a graph-vector database purpose-built for multimodal data that unifies multimodal AI data into a single, scalable platform. It combines vector similarity search with graph-based relationships to enable comprehensive data management for AI applications.
Hybrid Capabilities
- Vector search (FAISS) + graph relationships + keyword/metadata filters.
- Unified queries across modalities with reranking potential.
Key Features
Multimodal Data Support
- Stores and manages images, videos, documents, feature vectors (embeddings), and associated metadata
- Supports text, images, documents, audio, video, and other unstructured data types
- Enables storage of actual data alongside embeddings and metadata
Dual Database Architecture
- Builds on top of Facebook's FAISS library for similarity search over n-dimensional feature vectors
- Uses in-memory graph database for application metadata, enabling knowledge graph creation
- Combines vector search with graph relationships for comprehensive querying
- Lightning-fast multimodal vector search unifying vectors, metadata, and media in one database
- Badger Technologies increased vector similarity search performance by 2.5x with ApertureDB
- Sub-second search latency with metadata filtering
Use Cases
- Multimodal RAG: Vector+graph retrieval for enriched LLM context.
- Semantic Search: Multi-modal similarity search across different data types
- Visual Debugging: Analyze and debug computer vision models
- Smart Retail: Annotation management and nearest neighbor search for retail applications
Comparisons vs Pure Vector DBs (e.g., Qdrant)
| Feature | ApertureDB | Pure Vector DB |
|---|
| Graph Support | Native | No |
| Multimodal | Images/videos | Vectors only |
| Unified Query | Vector+graph | Vector-focused |
Benefits
- Removes complexities of multimodal data management
- Enables AI application deployment 6-9 months faster
- Supports vector search and classification at runtime with customizable distance metrics
- Provides additional metadata constraints on K nearest neighbor searches
Deployment
Available as a unified platform for industries including healthcare, retail, and finance, supporting both cloud and on-premises deployments.
