AI Readiness: A Practical Checklist for Enterprise Leaders

AI initiatives fail for predictable reasons: unclear objectives, dirty data, no executive sponsor, and no plan for the people whose work changes. Before you invest, run your organization through this checklist.

1. A Defined, Boring Objective

The best first AI project solves a specific, measurable, boring problem: processing invoices, triaging support tickets, extracting data from documents. "Transform the company with AI" is not an objective—it is a wish. Target a process with clear inputs, clear outputs, and a measurable baseline.

2. Data You Can Actually Use

• Is the relevant data digital, or trapped in paper and PDFs?
• Is it consistent, or does every team store it differently?
• Do you have the rights and governance to use it?

You do not need perfect data. You need data that is accessible enough for a pilot—and a plan to improve it as you scale.

3. An Executive Sponsor With Authority

Automation crosses department boundaries. The process you automate touches finance, operations, compliance, and IT. A sponsor who can arbitrate those interests is the single strongest predictor of success.

4. Security and Compliance Boundaries Defined Up Front

If you operate in a regulated environment—healthcare, finance, government—your AI systems must respect data classification, audit logging, and access controls from day one. Retrofitting compliance is 10x the cost of building it in. Look for partners with NIST RMF, FedRAMP, and SOC 2 experience.

5. A Workforce Plan

Automation changes jobs. The successful deployments we lead include a training and transition plan from the start: the people closest to the process help design the automation, then move up to supervising and improving it. Organizations that skip this step generate the resistance that kills the project.

6. A 30-60 Day Pilot, Not a Two-Year Program

Start small. Prove value. Expand what works. A scoped pilot with weekly demos builds trust and gives you an exit if the value is not there.

Scoring Yourself

If you can check five or more of the six, you are ready for a pilot now. Three to four? A discovery conversation will surface quick wins to close the gaps. Fewer than three? Start with data and process documentation—then revisit.

Take the interactive assessment to get a scored readiness report for your organization.