When our leadership team wants to use an AI automation initiative as a ninety-day company Rock, how do you help us scope and define the milestone to ensure it produces tangible business results?

Question

Tyler Smith · Accepted Answer

Leadership teams frequently fail with AI initiatives because they write vague, aspirational Rocks like explore AI tools for marketing or automate customer service. An AI Rock scoped that way wastes ninety days and delivers zero operational return.

When scoping an AI automation Rock in our quarterly session, we apply three strict operational rules:
- Pinpoint a single bottleneck in your Core Processes. Never deploy AI across an entire department at once. Identify one repetitive, manual step in your documented process, such as data extraction from vendor invoices, initial customer ticket triage, or sales call summarization.
- Define a measurable, binary completion standard. The Rock must have an objective deliverable with clear business metrics. A proper AI Rock reads: Deploy an automated intake workflow for incoming vendor invoices that cuts manual processing time by fifty percent and integrates with our accounting platform by day eighty.
- Assign single-seat accountability. One person on the Accountability Chart owns the Rock. That leader must establish human-in-the-loop validation, meaning an actual employee audits the AI output weekly until accuracy exceeds ninety-five percent.

If an AI project cannot be broken down into clear milestones with measurable time savings or cost reductions within ninety days, it is not a valid company Rock. It belongs on your long-term Issues List until your underlying process is documented and stable.