Stop forcing AI tools on your engineers

Engineering managers should avoid forcing AI tools on their teams and instead focus on outcomes rather than tool adoption. The pressure to become "AI-first" often leads to counterproductive mandates that hurt productivity. Better approaches include giving engineers time to explore AI tools organically, sharing what actually works within your organization, and allowing teams to adopt tools at their own pace. Companies like Monday.com successfully implemented AI exploration by dedicating 5 weeks for hands-on training and peer-led demonstrations. While AI tools can provide significant benefits, especially for new codebases, forcing adoption through metrics like token usage or tool mandates typically backfires.