The Control Plane For
AI-Native Systems

Unify and optimize LLMs, real-time data pipelines, MCP servers, and AI gateways across hybrid cloud-edge infrastructure.

Stop managing fragmented AI silos. VantEdge provides a single platform for deploying and orchestrating your entire AI ecosystem from cloud to edge.

VantEdge AI Infrastructure Platform

Trusted by innovative partners

UofT
UTest
Creative Destruction Labs

Hybrid cloud-edge orchestration

AWS
Google Cloud Platform
Microsoft Azure

The Challenge

Fragmented AI silos are killing enterprise AI initiatives

Organizations struggle with disconnected AI tools that create operational overhead, vendor lock-in, and performance bottlenecks—preventing them from deploying cohesive AI-first applications at scale.

Fragmented AI Silos

Teams manage separate tools for LLMs, vector databases, data pipelines, and edge deployment—creating operational complexity and preventing unified optimization.

Vendor Lock-in & High Costs

Specialized solutions from Confluent, Databricks, and Snowflake create expensive vendor dependencies with limited cloud choice and high switching costs.

Edge-Cloud Latency Issues

Real-time AI applications require data and computation co-location, but existing tools struggle with latency and consistency across hybrid environments.

The Solution

A unified control plane for your entire AI ecosystem

VantEdge provides a single platform that orchestrates LLMs, real-time data pipelines, MCP servers, and AI gateways across hybrid cloud-edge infrastructure—optimizing the entire system, not isolated components.

AI-Native System Orchestration

Deploy and manage LLMs, vector databases, real-time data pipelines, MCP servers, and AI gateways through a single unified interface with intelligent resource allocation.

Hybrid Cloud-Edge Optimization

Co-locate data and computation automatically across cloud and edge environments, eliminating latency bottlenecks and reducing cross-region data transfer costs.

System-Wide Intelligence

Break free from vendor lock-in with intelligent workload placement that optimizes across all components simultaneously—achieving better performance at lower total cost.

Deploy AI-native systems across hybrid infrastructure in three steps

From fragmented tools to unified control plane—VantEdge orchestrates your entire AI ecosystem across cloud and edge environments.

1

Connect Your Hybrid Infrastructure

Link your cloud accounts, edge locations, and on-premises resources. VantEdge automatically discovers and maps your distributed infrastructure capabilities.

2

Deploy AI-Native Systems

Launch LLMs, vector databases, data pipelines, and MCP servers through our unified interface. VantEdge handles optimal placement and interconnection automatically.

3

Optimize Continuously

Our control plane continuously optimizes workload placement, data locality, and resource allocation based on real-time performance and cost metrics.

Unified AI Ecosystem at Scale

Your AI-native systems now operate as a cohesive ecosystem with optimal performance, reduced latency, and lower costs—all managed through VantEdge's intelligent control plane.

Purpose-built for AI-native system orchestration

VantEdge provides specialized capabilities for deploying, optimizing, and managing the full spectrum of AI-native systems across hybrid cloud-edge infrastructure.

LLM & Model Orchestration

Deploy and manage large language models, vector databases, and custom ML models with intelligent auto-scaling and optimal resource allocation across hybrid infrastructure.

Real-Time Data Pipeline Management

Orchestrate streaming data pipelines and MCP servers with automatic data locality optimization, ensuring low-latency processing at the point of data generation.

Stateful Agent Infrastructure

Support stateful agentic systems with distributed context management, enabling continuous learning and optimization directly at the edge without cloud round-trips.

Hybrid Cloud-Edge Optimization

System-wide optimization that places workloads intelligently across cloud and edge locations, reducing data transfer costs and achieving optimal performance.

Enterprise Security & Compliance

Built-in security controls, audit trails, and compliance frameworks designed specifically for distributed AI workloads and data governance requirements.

AI Gateway & API Management

Centralized AI gateway management with intelligent routing, load balancing, and API lifecycle management for all your AI services and endpoints.

Ready to unify your AI-native systems with a single control plane?

Deploy in
Minutes

LLMs, pipelines, and AI gateways

Cost reduction
40%

Through system-wide optimization

Tool complexity
Zero

Single unified control plane

Join enterprises building the next generation of AI-first applications with VantEdge's unified orchestration platform.