Skip to main content

​
Data-Aware AI Infrastructure

VantEdge is the complete platform for enterprise AI agents - providing intelligent data access, model deployment, and orchestration optimized for real-time applications. Built on award-winning research in distributed systems and stream processing.

​
Platform Overview

Context Router

Universal data access layer with intelligent caching and tool integration for sub-100ms queries

Agent Deployment

Deploy agents near data sources with intelligent orchestration across multi-cloud environments

Model Deployment

Co-locate SLMs with agents for sub-50ms inference latency and 60-80% cost reduction

Multi-Tenant Architecture

Complete isolation with dedicated infrastructure and unique domains per organization

​
Core Capabilities

​
Context Management

Universal data access across heterogeneous sources with intelligent query routing and translation. Access PostgreSQL, MongoDB, vector databases, and SaaS tools (Slack, Gmail, Salesforce) through a unified interface. Key features:
  • Sub-100ms data access with multi-tier caching
  • Tool calling for external API integration
  • Semantic query understanding and optimization
  • Real-time data ingestion for voice agents

​
Agent & Model Orchestration

Data-aware deployment that places agents and models near data sources for optimal performance. Automatic scaling, health monitoring, and zero-downtime updates. Key features:
  • Co-located SLMs for ultra-low latency inference
  • Multi-cloud Kubernetes management (AWS, GCP, Azure)
  • Intelligent placement based on data topology
  • Horizontal and vertical auto-scaling

​
Voice Agent Optimization

Purpose-built for voice applications requiring real-time data access and sub-second response times. Optimized caching, failover strategies, and context continuity. Key features:
  • Sub-100ms data queries for real-time conversations
  • Cached responses for common queries and FAQs
  • Context persistence across multi-turn conversations
  • Healthcare, customer support, and sales use cases

​
Architecture Principles

Data Locality First
Deploy agents and models where your data lives. Minimize latency and egress costs through intelligent placement. Intelligent Caching
Multi-tier caching achieves 70-90% cache hit rates with sub-10ms response times for common agent queries. Research-Backed
Built on award-winning research in edge computing, distributed stream processing, and real-time data systems.
Getting Started
Explore Context Router for data access, Agent Deployment for orchestration, or learn about Organizations and workspace management.