Decision Card · No. 14Organization and Management in the AI Era

Eager to Use AI Yourself Resistant to the Company’s AI Rollout

The company needs their experience; they need a future of their own.

The Same Experience · Two Different Ledgers

The company hopes · the capability can be reused by the team

Experience is captured The reliance on a seasoned hand decreases Overall effectiveness improves

The employee worries · the cost and the job risk

More organizing, testing, and maintenance Some work can be taken over by others Whether they are still needed afterward

Rewarding This Effort ≠ Addressing Future Job Risk

Next — Discuss the Practical Arrangements

Benefits
After the efficiency gain, what do they actually get?
A Way Forward
After the work is handed over, is there a real place for them to go?
Costs
If the goal includes reducing headcount, who bears the cost?

The business question for business leaders and managers

Are the expected gains worth losing the current stability and the team’s trust?

Even with the arrangements on the table, discussion continues; the scope and pace of the rollout must also be weighed.

Source and copyright

Original work by Devin Feng.

This English card page was first published on .

The Employees Who Use AI Best May Resist the Company’s AI Rollout Most

View the original Chinese card