Your Entire Work Ecosystem, Powered by AI.

An all-in-one AI workspace for teams, projects, and enterprise workflows. Multi-agent orchestration, semantic reasoning, voice input in any language—and integrations across Jira, GitHub, GitBook, Confluence, Slack, and Zoom.

VDF AI Agents is Your AI Operating System

Unlike token-metered copilots locked to one ecosystem, VDF AI Agents provides full autonomy.

Multi-Agent Orchestration

Manual Mode for total control, Agent Mode for autonomous flows, Voice Dictation in all languages, GPT-5-ready Reasoning Models.

Flat Pricing. No Token Surprises.

Previously known as VDF AI Agile — now expanded into the full VDF AI Agents suite.

OVERVIEW

Why VDF AI Agents?

VDF AI Agents is more than just another AI tool—it's your complete AI operating system for enterprise value delivery.

Multi-agent orchestration that adapts to your workflow
Native integrations with all your favorite tools
Voice dictation in any language for hands-free work
Flat pricing with no token surprises or hidden costs
VDF AI Agents Overview
PLATFORM CAPABILITIES

Everything Needed to Build and Operate AI Agents

VDF AI Agents includes the execution, tooling, knowledge, observability, and orchestration foundations needed for production use.

Multi-Provider Agent Execution

Connect any LLM or SLM as the agent's model. Mix OpenAI, Anthropic, Azure OpenAI, Mistral, Ollama, and compatible endpoints per agent.

6-Step Agent Builder

Guide teams through a consistent setup flow: Identity → Tools → Behavior → Limits → Review → Deploy.

Tool Registry via MCP

Assign tools from an MCP-powered registry including web search, database query, file reader, calculators, and custom tools.

Knowledge Sources

Connect databases, Slack, GitHub, APIs, and knowledge bases to any agent so every workflow starts from live business context.

Real-Time Performance Dashboard

Monitor executions, latency, success rate, cost, and energy per agent in real time from one operational dashboard.

Network Participation

Register agents for use in VDF AI Networks orchestration flows and promote them from standalone assistants to reusable network nodes.

CORE FEATURES

What Can You Do with VDF AI Agents?

Work smarter with agentic AI that understands your entire ecosystem.

Work Smarter with Agentic AI

Trigger a prompt, delegate a task, or let agents autonomously draft user stories, summarize Zoom calls, search GitHub/Jira semantically, write documentation, and analyze velocity patterns.

Knowledge Sources & Integrations

Connect databases, Slack, GitHub, APIs, Jira, Confluence, GitBook, and Zoom to any agent. Give each workflow the live knowledge sources it needs to read, reason, and act.

Talk, Don't Type

Dictate tasks, notes, or backlog items using Voice Dictation in any language. Perfect for hands-free work in meetings, during transit, or for accessibility.

Multi-Agent Orchestration

Dynamic fallback agents for higher reliability, fine-tuned reasoning across organizational knowledge, configurable orchestration logic, and RAG-powered semantic memory.

Flat Pricing Model

No surprise overage charges, unlimited usage per seat, transparent and scalable model. Whether you're a startup team or enterprise program, your pricing is predictable.

Enterprise-Ready

OAuth-secured integrations for compliance-heavy orgs, audit logging, GDPR and EU data residency support, SSO & Role-based Access Control.

COMPARISON

Copilot-Class, But Not Copilot-Locked

Looking for an open, flexible, and affordable alternative to Copilot? You found it.

Feature VDF AI Agents Microsoft Copilot
Works with Jira, Slack, GitHub, GitBook, Zoom Yes Limited or No
Multi-Agent Orchestration Yes No
Voice Dictation in All Languages Yes English-biased
Flat Per-Seat Pricing Yes Token-based & unclear
Manual + Agent Modes Both Agent design via Studio only
Semantic Search Across Tools Yes Yes (limited to Microsoft Graph)
WHAT'S INCLUDED

All in One Enterprise-Ready

All the features and integrations you need to get started.

Platform Evolution
Major platform updates
  • VDF Agile → now VDF AI Agents
  • New Zoom, Slack, and Confluence integrations
  • Voice Dictation (all languages)
  • GPT-5 reasoning support
Enhanced Capabilities
Improved functionality
  • Enhanced semantic search for GitHub, GitBook, Jira
  • Token-free, flat pricing model
  • Improved multi-agent orchestration
  • Better enterprise security features
USE CASES

Who is it For?

VDF AI Agents adapts to your team's unique needs and challenges.

Product Teams
  • Backlog refinement and story creation
  • OKR tracking and alignment
  • Automated standup summaries
  • Stakeholder communication
Engineering Teams
  • Semantic code navigation
  • Git PR analysis and insights
  • Technical documentation generation
  • Code review assistance
Scrum Masters / Agile Coaches
  • Sprint health monitoring
  • Team performance insights
  • Retrospective facilitation
  • Agile maturity assessment
Executives
  • Delivery pattern analysis
  • Performance indicators tracking
  • Strategic decision support
  • Organizational agility metrics
AGENTS HUB

Build Production-Ready Agents in Six Steps

The Agents Hub is the admin and management portal for VDF AI Agents. Configure each agent through Identity → Tools → Behavior → Limits → Review → Deploy without writing infrastructure code.

VDF AI Agents - Agent Management Hub
Step 1: Identity

Define who the agent is, what it owns, and which model powers it before configuring capabilities.

  • Agent name, description, version, and business domain
  • Choose any LLM or SLM as the agent's model
  • Visibility scope: private, team, or organization
  • Category, theme, and ownership metadata
Step 2: Tools

Browse the MCP tool registry and assign capabilities. Agents only use tools you explicitly approve.

  • Browse and search the MCP tool registry
  • Assign web search, database query, file reader, calculators, and custom tools
  • Configure tool-agent associations with parameter overrides
  • View tool dependencies and required permissions
VDF AI Agents - Tools Assignment
Step 3: Behavior

Define how the agent should reason, respond, and use connected knowledge sources. Use LLM-assisted drafting to generate a strong starting point.

  • Write system prompts with Monaco-powered editor
  • Define response style, escalation rules, and operating instructions
  • Attach databases, Slack, GitHub, APIs, and knowledge bases as context
  • Template library and LLM-assisted drafting for common agent patterns
Step 4: Limits

Set the operational guardrails that keep the agent predictable, compliant, and cost-aware in production.

  • Execution budgets, max turns, and timeout controls
  • Tool scopes, approval rules, and restricted actions
  • Provider failover, retry behavior, and safe fallback settings
  • Cost and energy boundaries per agent or deployment
Step 5: Review

Preview the full agent configuration, validate dependencies, and run a sandbox test before release.

  • Full configuration summary with inline editing
  • Validation of tools, knowledge sources, and required fields
  • Sandbox test run before deployment
  • Version history and rollback support
Step 6: Deploy

Publish the agent, monitor it live, and register it for orchestration across the broader VDF platform.

  • One-click publish to the organization agent catalog
  • Register for use in VDF AI Networks orchestration flows
  • Promote versions across environments with rollout controls
  • Track executions, latency, success rate, cost, and energy per agent
PROVIDER MANAGEMENT

Any Model. Any Provider. Your Configuration.

Multi-Provider Agent Execution

Connect any LLM or SLM as the agent's model using OpenAI, Anthropic, Azure OpenAI, Mistral, Ollama, or any OpenAI-compatible endpoint.

Fine-Grained Model Parameters

Per-agent temperature, max_tokens, and top_p controls. Configuration is agent-scoped — changes to one agent never affect others.

Provider Failover

Automatic fallback to secondary providers on rate-limit or error. Agents stay operational without manual intervention.

Model Version Pinning

Pin agents to specific model versions for production stability. Test new versions in staging before rolling out to the organization.

PLAYGROUND

Test Agents Before You Deploy Them

Side-by-Side Comparison

Run two agents simultaneously against the same prompt. Compare response quality, latency, and behavior.

  • Select any two agents from your catalog
  • Submit identical prompts and compare outputs
  • Ideal for A/B testing model parameters before production
Interactive Testing Environment

Full chat interface embedded within the admin portal. No context switching — test and refine in one place.

  • Thread-based conversation management
  • Chat history persisted for regression testing
  • Save test sessions as benchmarks

The Playground removes the guesswork from agent tuning. Teams compare outputs directly — without staging environments or separate tooling — reducing agent iteration cycles significantly.

OBSERVABILITY

Real-Time Performance Dashboard for Every Agent Execution

Track executions, latency, success rate, cost, and energy per agent from a single operational view.

VDF AI Agents - Real-time performance dashboard
Execution Logs

Every agent invocation logged with input, output, model used, latency, token count, success state, and final status.

Session History

Complete audit trail across all user sessions. Filter by agent, user, date range, or execution status.

Performance Metrics

P50/P95 latency, success rate, error rates, throughput, cost, and energy per agent and provider. Identify bottlenecks before users do.

Usage Dashboard

Real-time performance dashboard for operators and teams. Track executions, latency, success rate, cost allocation, and sustainability trends in one place.

Error Tracking

Failed executions surfaced with root cause classification: provider error, tool timeout, context overflow, or rate limit.

Domain & Theme Management

Multi-domain tenant management with dynamic theme overrides per domain. Isolate agent catalogs by business unit.

DOCUMENTATION

Docs Built for the User Experience

Integrated Documentation Viewer

Browse practical guides, connected-app help, and product walkthroughs without leaving the portal.

  • Full-text search across end-user documentation
  • Product pages for Chat, Agents, Networks, and Data
  • Connected-app setup and troubleshooting guides
  • Updated alongside the platform experience
VDF AI Documentation

Public documentation covering onboarding, product workflows, integrations, and prompting best practices.

  • Getting started and workspace setup guides
  • Dedicated pages for Chat, Agents, Networks, and Data
  • Integration guides for Google, Microsoft, Jira, Slack, Zoom, and more
  • Browse Documentation →
Integrations

Works With Your Stack

VDF AI integrates with the tools you already use, making your workflow more efficient and intelligent.

FAQ

Frequently Asked Questions

Everything you need to know about VDF AI Agents.

VDF AI Agents is a complete AI operating system, not just a copilot. It offers multi-agent orchestration, works across any tool ecosystem (not just Microsoft), provides flat pricing instead of token-based billing, and includes voice dictation in all languages.

Flat pricing means you pay a fixed amount per seat per month, with no additional charges based on usage, tokens, or API calls. This gives you predictable costs and unlimited usage within your plan, unlike token-based systems that can result in surprise overage charges.

Yes, VDF AI Agents offers both cloud and on-premise deployment options. This is particularly valuable for compliance-heavy organizations that need to keep their data on-premise while still benefiting from AI capabilities.

Our multi-agent system automatically selects the right reasoning models, vector retrieval tools, and response strategies based on your workflow. It includes dynamic fallback agents for higher reliability and configurable orchestration logic that adapts to your organization's needs.

VDF AI Agents includes OAuth-secured integrations, audit logging across all agent activity, GDPR and EU data residency support, and SSO & Role-based Access Control (coming soon). We also offer on-premise deployment options for organizations with strict compliance requirements.

Ready to ditch token anxiety and start working with real AI value?

Join hundreds of organizations who have already transformed their workflows with VDF AI Agents. Start with a free trial or book a live demo to see the power of true AI autonomy.