Agentic AI Readiness Scorecard

Abdul Fahad Noori

November 18, 2025

A simple, structured way to understand your readiness for Agentic AI and what to do next. 

Agentic AI is accelerating quickly, but most organizations are unsure whether their data, architecture, and workflows are ready for real-world deployment. Before an agent can reason, decide, and act, the underlying environment must be consistent, well-modeled, searchable, orchestrated, and governed. 

The scorecard gives you a clear, structured way to assess your current state — and identify the exact steps needed to move forward. 

What the Scorecard Covers 

A downloadable Excel-based scorecard designed to help you evaluate readiness across five essential pillars: 

1. Data Foundation & Architecture 

How integrated, reliable, and governed your core data environment is. 

2. Semantic Models & Abstractions 

How your business definitions, metrics, and models support clarity for both humans and AI. 

3. Unstructured Data & Search 

Your ability to capture and search across documents, notes, transcripts, tickets, and other text-heavy sources. 

4. Predictive & Orchestrated Intelligence 

How effectively insights connect to workflows, automations, and recommended or automated actions. 

5. Governance, Use Cases & Measurement 

Whether AI initiatives have ownership, safeguards, executive alignment, and measurable business value. 

Each pillar includes detailed criteria and a scoring framework to help you understand both strengths and capability gaps. 

What You Receive 

A downloadable Excel scorecard that gives you: 

Everything updates automatically as you complete the sheet. 

Who It’s Designed For 

This resource is ideal for: 

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