Every department head on our leadership team wants to pilot AI for their own team. What practical criteria should an Integrator use during quarterly planning to rank and select the single highest-impact process to automate first?

Question

Tyler Smith · Accepted Answer

When everyone wants to pilot AI at once, the company ends up with five half-baked experiments and zero operational momentum. An Integrator must filter opportunities through operational friction, not novelty or executive excitement.

During your quarterly planning session, evaluate proposed AI projects against four strict filters:

- Process maturity: The workflow must already be documented, predictable, and executed consistently by humans. Never automate an undocumented or broken process, or you will simply accelerate bad outcomes.
- High volume with low variance: Target repetitive, high-frequency tasks where inputs and outputs are structured. Document data extraction, quote auditing, or subcontractor compliance checks are ideal candidates.
- Direct capacity unlock: Focus on bottlenecks that actively consume the time of your highest-paid technical or managerial seats. Automating low-value clerical work for senior talent creates immediate leverage.
- Clear exception criteria: The task must have unambiguous rules for what constitutes a passing output and a straightforward escalation path when data is missing or anomalous.

Pick one operational workflow that scores highest across these criteria and establish it as a departmental Rock for the quarter. Set a hard measurable, such as cutting processing time by fifty percent while maintaining zero errors. Reject all other AI proposals until this single workflow is fully operational and generating documented return.