AI Hub: Trusted Intelligence Built for the AI Economy.

Agent Governance & Management

Agents are running. Governance is not.

Half of all organizations have AI agents in production. Most deployed without the policy controls, cost tracking, or observability to manage what they’ve built. IDC maps the governance layer that separates scaling from sprawl.

Read IDC’s latest research:

• The Agent Takeover: What Happens When AI Becomes the Primary User of Enterprise Software
• Agentic AI Ecosystems: Navigating the Megatrend
• Leading Through the Agentic Deployment Era
• The Workforce Skills Gap That AI Can’t Solve for Itself
• Start Here: Six Best Practices for Foundational AI Training

Enterprise LLM Selection

Frontier models are reaching parity. The real decision is which model mix is right for your business.

The enterprise model landscape has moved well beyond general-purpose LLMs, and most organizations aren’t equipped to navigate it. IDC maps the model universe, the evaluation competencies enterprises must build now, and why leading with business objectives rather than model specs separates smart selection from expensive experimentation.

Read IDC’s latest research:

• Beyond LLMs: Why AI Strategy Now Requires Multi-Model, Multimodal, and Multi-Agent Architectures

Physical AI & Robotics

AI used to sit on a dashboard. Now it’s on the shop floor making decisions.

Physical AI is already embedded in perception, reasoning, and actuation loops across industrial operations worldwide. The question isn’t whether this shift is coming. It’s whether your data infrastructure, governance framework, and architecture are built for a system that acts, not just advises.