Agentic AI Readiness Scorecard
Abdul Fahad Noori
November 18, 2025
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.
A downloadable Excel-based scorecard designed to help you evaluate readiness across five essential pillars:
How integrated, reliable, and governed your core data environment is.
How your business definitions, metrics, and models support clarity for both humans and AI.
Your ability to capture and search across documents, notes, transcripts, tickets, and other text-heavy sources.
How effectively insights connect to workflows, automations, and recommended or automated actions.
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.
A downloadable Excel scorecard that gives you:
Readiness scoring across all five pillars
Pillar-by-pillar averages
An overall readiness stage (Emerging, Evolving, Transforming)
A recommended next step aligned to your score
Everything updates automatically as you complete the sheet.
This resource is ideal for:
Data leaders preparing for Agentic AI projects
Enterprise architecture and platform teams
Analytics & BI leaders maturing semantics and search
Executives seeking clarity before greenlighting AI programs
Organizations unsure where to begin with Agentic AI
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