About

AgentIQ Index is a place for practitioners to examine how AI should be applied in real organizations — from business problem to reliable system to measurable value.

The questions are practical:

• Does AI belong here?
• What intelligence does the problem require?
• Where should AI sit in the workflow?
• How much autonomy and complexity are justified?
• What evidence should we demand?
• What actually changed?

Through cases, architecture decisions, field observations, and emerging principles, AgentIQ brings together different perspectives on the decisions that sit between AI capability and business impact.

The goal is not to collect final answers.

It is to compare approaches, challenge assumptions, share what works, and develop better judgment about applying AI.

I’m Gaurav Kumar, a Principal AI Architect focused on Applied AI, with a background spanning enterprise systems and advanced AI study at Stanford. I started AgentIQ as a space to explore these questions with others working through them in practice.

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