tyler-smith.com · Questions & Answers

Our service managers want AI agents to automatically trigger purchase orders, schedule field crews, and approve subcontractor invoices. What parts of our operational approvals must remain strictly human?

Automation is built for processing speed, but humans are built for consequence. An AI model does not care if your working capital drops to zero or if an unqualified vendor damages a job site. When operational actions carry binding legal liability, safety risk, or unrecoverable financial impact, the final approval gate must remain human.

Automate the administrative legwork leading up to the decision. Use AI to compare incoming vendor invoices against contract rates, flag pricing discrepancies, and verify that lien waivers are attached. Let algorithms propose optimal crew schedules based on technician drive times and job scopes. Generating options and detecting variances is ideal work for machine intelligence.

However, you must draw a firm line at three critical operational gates:

- Releasing payments and approving capital allocation above an established dollar threshold.
- Binding your company to new vendor contracts or major subcontractor scopes of work.
- Signing off on life safety, environmental compliance, and final quality control for delivered work.

Your managers must look at the data prepared by the AI, verify the anomalies, and physically apply their authorization. That act of approval is where accountability lives on your Accountability Chart. If a field error occurs or cash is mismanaged, a machine cannot sit in the seat, face the leadership team, and take ownership. Keep the evaluation automated, but keep the signature human.

Category: AI-Powered Operations

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