Product Suite

One Platform.
Complete AI Operations.

Unified ecosystem. Deploy intelligent AI agents, orchestrate complex workflows, write secure code, and train custom models — all on your infrastructure, all under your control.

Trusted by enterprises managing 200+ customer relationships
The VDF AI Ecosystem

Built to Work Together. Powerful Alone.

Each product delivers standalone value. Together, they create an intelligent enterprise AI infrastructure that learns, adapts, and scales with your organization.

VDF AI Networks
Orchestration
VDF AI Agents
Create and Manage Agents
VDF AI Chat
Integrations & Multi-Agent Chat
VDF AI Data
Training
Our Products

Explore the VDF AI Suite

FLAGSHIP PRODUCT On-Prem & Cloud

VDF AI Networks

The Intelligence Layer for Enterprise AI

Orchestrate multi-agent systems with intelligent model routing, real-time governance, and adaptive resource optimization. The control plane that makes enterprise AI manageable, measurable, and cost-effective.

Ideal For
  • Enterprise AI teams managing multiple models and agents
  • Organizations requiring governance and compliance
  • Companies optimizing AI spending
Explore VDF AI Networks
Key Capabilities
Intelligent Model RoutingOptimal model for each task by complexity, cost, and performance
Multi-Agent OrchestrationCoordinate specialized agents on complex workflows
Real-Time GovernanceAudit trails, access controls, compliance reporting
Adaptive LearningContinuously improves based on execution patterns
Cost AnalyticsTrack spending by agent, model, and network
Energy MonitoringMeasure and optimize AI energy footprint
NEW — STANDALONE 100% On-Prem

VDF AI Router

The Self-Evolving LLM Router for Sovereign AI

Every request to the best model — by quality, cost, latency and energy — on your infrastructure. The SEEMR learning engine continuously improves routing decisions while policy-first governance keeps compliance enforced on every request.

Ideal For
  • Enterprises running chat, agents, and RAG on-premises
  • Data centers and AI providers monetizing GPU fleets
  • Teams cutting inference spend without losing quality
Explore VDF AI Router
Key Capabilities
SEEMR Learning EngineContextual-bandit routing that learns from every run
Multi-Objective RoutingQuality, cost, latency, energy weighted per workload
Policy-First GovernanceAllow/deny/pin lists, air-gap mode, full audit trail
Energy & CO₂ AwareWatt-hours and gCO₂e for every request
Ordered FailoverUp to 5 ranked candidates per decision
100% On-PremDocker + REST API + Python SDK
NEW — ADAPTIVE On-Prem & Cloud

Adaptive AI Learning

Self-Learning AI That Gets Smarter With Every Run

A self-improving decision layer inside Networks. Contextual bandits learn the best model, tool, agent, backend, and planning strategy from real workflow outcomes — while policy guardrails keep every decision governed and auditable.

Ideal For
  • Platform teams optimizing accuracy and cost across many networks
  • Enterprises needing governed, auditable AI optimization
  • Teams cutting LLM spend without dropping evaluation quality
Explore Adaptive AI Learning
Key Capabilities
Model RoutingBest LLM per node, domain, and policy context
Tool SelectionBest tool when multiple candidates exist
Agent SelectionBest AgentHub agent for intent decomposition
Policy-First GovernanceLearning only picks among approved options
Observable & AuditableRouting reasons, UCB scores, learning analytics
Deterministic FallbackSafe rollout with feature flags and offline training
ON-PREMISES Data Sovereign

VDF AI Agents

Your AI Workforce, Ready to Deploy

The intelligent interface where your team interacts with AI. Connect to 20+ enterprise tools, orchestrate multi-agent conversations, and access your organization's knowledge — all through a secure, on-premises deployment.

Ideal For
  • Teams needing secure access to AI assistance
  • Organizations with strict data sovereignty requirements
  • Companies wanting to connect AI to existing tools
Explore VDF AI Agents
Key Capabilities
20+ Enterprise IntegrationsJira, Confluence, GitHub, Slack, Teams, and more
Multi-Agent ConversationsSpecialized agents collaborate in single conversations
Voice DictationFull support for all languages
Three Operating ModesAdaptive, Manual, or Agent (autonomous)
Semantic SearchFind information across all connected tools
MCP Server SupportExtend with custom Model Context Protocol integrations
CLOUD PORTAL Managed Cloud

VDF AI Chat

One Portal. Unlimited AI Capability.

The cloud portal for multi-agent conversations, AI Network orchestration, and enterprise integrations. Your team chats with AI, generates content, and manages agents — all from one enterprise-ready workspace.

Ideal For
  • Development, product, and content teams
  • Organizations using Jira, Zoom, or Google Workspace
  • Companies needing multi-agent AI orchestration
Explore VDF AI Chat
Key Capabilities
Multi-Agent ChatMultiple sessions, agent switching, conversation history
8-Phase OrchestrationUnderstand → Approach → Generate → Agents → Ready → Save → Run → Format
Content ArtifactsHTML preview, Mermaid diagrams, syntax-highlighted code
Voice DictationBuilt-in voice input with transcription in any language
Document IntegrationGoogle Drive, OneDrive, and file attachments
Enterprise SSOJira OAuth, Google OAuth, multi-provider AI support
MODEL TRAINING On-Prem & Cloud

VDF AI Data

From Raw Data to Production Models

Prepare training data from any enterprise source, fine-tune models for your specific domain, and validate accuracy before deployment. Complete model lifecycle management in a single workflow.

Ideal For
  • Organizations needing domain-specific AI models
  • Teams building custom AI solutions
  • Companies requiring model accuracy validation
Explore VDF AI Data
Key Capabilities
Universal Data PreparationConnect to databases, APIs, documents, cloud storage
Model Fine-TuningCustomize base models for your specific use cases
Accuracy TestingValidate model performance with automated test suites
Multi-Modal SupportWork with text, images, and structured data
Version ControlTrack model versions, training data, and performance
Deployment PipelinePush validated models directly to VDF AI Networks
PLATFORM LAYER Provenance & Memory

Living Knowledge

Your AI Workflows Remember, Prove, and Improve

The layer that makes AI work durable. The Vault stores every workflow and execution with cryptographic provenance and seals each run in a tamper-evident chain of custody. The Memory Graph turns that trusted history into institutional memory — related runs, proof scores, and optimization insights.

Ideal For
  • Regulated teams needing an auditable trail of AI decisions
  • Engineers who need replayable, reproducible runs
  • Organizations that want AI to learn from its own history
Explore Living Knowledge
Key Capabilities
The VaultVersioned workflows & complete run history, permanently stored
Chain of CustodySHA-256 hash chain — tamper-evident, not blockchain
Proof of ExecutionQuality + efficiency + replay evidence in one trust score
Related RunsSimilar past executions surfaced automatically
Optimization InsightsHints when a neighbor run performed better
On Your InfrastructureOn-prem & air-gap, tenant-isolated by design
Integrations

Works With Your Entire Stack

20+ pre-built integrations. Connect VDF AI to the tools your team already uses — in minutes, not months.

25 integrations · More shipping quarterly
Deployment

Your Infrastructure. Your Choice.

Deploy VDF AI where your security requirements demand. From cloud convenience to air-gapped isolation — we support your architecture.

Cloud (Managed)

Best for: Teams wanting fast deployment without infrastructure management

  • Fully managed by VDF AI
  • Automatic updates and scaling
  • SOC 2 compliant infrastructure
  • Starter and Professional tiers

Private Cloud

Best for: Organizations with existing cloud infrastructure

  • Deploy in your AWS, Azure, or GCP
  • Your VPC, your security controls
  • Data never leaves your cloud
  • Professional and Enterprise tiers

On-Premises

Best for: Regulated industries and security-sensitive organizations

  • Complete deployment on your hardware
  • Zero external dependencies
  • Full network isolation capability
  • Enterprise tier

Air-Gapped

Best for: Government, defense, and maximum security

  • No internet connectivity required
  • Manual update process
  • Complete isolation
  • Enterprise tier with custom config

Deployment Comparison

Feature
Cloud
Private Cloud
On-Premises
Air-Gapped
Data Location VDF Infrastructure Your Cloud Your Data Center Your Secure Facility
External APIs Yes Optional Optional None
Updates Automatic Automatic/Manual Manual Manual
Scaling Automatic Configurable Manual Manual
Best For Speed Balance Control Maximum Security
Why VDF AI

Why Leading Enterprises Choose
VDF AI

The AI landscape is crowded. Here's why organizations that can't compromise on security, cost, or control choose VDF AI.

Intelligent Model Routing

The Right AI for Every Task

Stop overpaying for simple queries. VDF AI automatically selects the optimal model based on task complexity, cost, and performance — so you get the best results at the lowest cost, every time.

The Impact:
  • 40-60% reduction in AI operating costs
  • Best model for each task, automatically
  • No manual model selection required

Complete Data Sovereignty

Your Infrastructure. Your Rules.

Deploy fully on-premises with zero external API dependencies. Your data, your models, your agents — nothing leaves your environment unless you decide it should.

The Impact:
  • 100% data control
  • No third-party data exposure
  • Regulatory compliance simplified

Multi-Agent Orchestration

Complex Problems. Coordinated Solutions.

Build networks of specialized AI agents that collaborate on complex tasks. VDF AI handles the coordination, dependencies, and handoffs — you focus on outcomes.

The Impact:
  • Solve problems too complex for single agents
  • Automatic task coordination
  • Scalable from simple to sophisticated

Self-Improving Networks

AI That Learns How You Work

Every execution makes your system smarter. VDF AI captures performance patterns and continuously optimizes model selection, task routing, and resource allocation — automatically.

The Impact:
  • Performance improves over time
  • Optimization without manual tuning
  • Institutional knowledge captured

Transparent Cost & Energy Tracking

See Every Dollar. Justify Every Decision.

Real-time analytics show cost per agent, per model, per network. Track energy consumption. Demonstrate ROI to stakeholders with compliance-ready reports.

The Impact:
  • Complete cost visibility
  • Energy consumption monitoring
  • Executive-ready ROI reports

Governance Built In

EU AI Act Ready. Audit-Ready. Always.

Comprehensive access controls, execution logs, and audit trails from day one. Stay ahead of regulatory requirements without bolting on compliance as an afterthought.

The Impact:
  • Compliance from day one
  • Complete audit trails
  • Reduced regulatory risk
Compare Products

Find the Right Products for Your Needs

Feature
Networks
Agents
Chat
Data
Primary Purpose Orchestration & Governance Conversational AI Interface Cloud AI Portal Model Training
On-Premises
Cloud
Multi-Agent Support (orchestrates) (conversations) (multi-session)
Enterprise Integrations (via agents) 20+ OAuth & Drive Data sources
Cost Analytics
Governance & Audit
Model Selection Automatic Manual Multi-provider Training focused
Voice Support
Included In Professional, Enterprise All tiers All tiers Enterprise
Technical Details

Built for Enterprise Requirements

Security

  • End-to-end encryption (AES-256, TLS 1.3)
  • Customer-managed encryption keys
  • SSO/LDAP/SAML integration
  • Role-based access control
  • Complete audit logging

Compliance

  • EU AI Act compliant architecture
  • GDPR ready
  • HIPAA compliant deployment option
  • SOC 2 Type II (roadmap)
  • Immutable audit trails

Performance

  • Sub-second response times
  • Horizontal scaling
  • High-availability deployment
  • 99.9% uptime SLA (Enterprise)

Integration

  • REST APIs
  • Webhooks
  • MCP Server Protocol
  • Custom connectors
  • 20+ pre-built integrations
Get Started

Start Your AI Transformation Today

Whether you're exploring or ready to deploy, we have a path for you.

1

Explore Free

Start with VDF AI Agents

  • 14-day free trial
  • No credit card required
  • Full feature access
  • Self-service onboarding
Get Started — Download Now
3

Enterprise Deployment

Talk to our solutions team

  • Custom deployment planning
  • Security review
  • Integration assessment
  • Pricing discussion
Contact Sales
FAQ

Common Questions About VDF AI Products

No. Each product works independently. Most customers start with VDF AI Agents for conversational AI, then add Networks for orchestration as their needs grow. Code and Data serve specific use cases.

VDF AI Networks is the orchestration layer — it coordinates agents, routes to models, and provides governance. VDF AI Agents is the interface — where users interact with AI through conversations. Networks is the backstage; Agents is the front door.

Yes. VDF AI is designed for deployment flexibility. You can start with cloud deployment and migrate to on-premises when ready. Your configurations and trained models transfer with you.

LangChain is a development framework — you build everything yourself. VDF AI is a complete platform — orchestration, governance, cost tracking, and user interface included. Build with LangChain if you want maximum customization. Choose VDF AI if you want production-ready infrastructure.

VDF AI is model-agnostic. We support OpenAI, Anthropic Claude, Google Gemini, Mistral, Llama, and most open-source models. For on-premises deployment, you can run any model that fits your infrastructure.

Cloud deployment: minutes. Private cloud: 1-2 weeks. On-premises: 2-6 weeks depending on complexity. Enterprise deployments include dedicated support throughout.

Have more questions?

Contact Us

Ready to Transform Your AI Operations?

Join organizations that have already deployed secure, cost-effective AI with VDF AI. Start with a single product or deploy the complete ecosystem.

Enterprise-grade security. Predictable pricing. Real support.