ApertureDB

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

Performance

• 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.