Our executive leadership team is facing pushback from board members who expected immediate margin expansion after we invested in AI tools. How do we use our weekly Scorecard and the V/TO® to align everyone on the reality of the productivity J-curve?

Question

Tyler Smith · Accepted Answer

It is common for board members and investors to expect immediate margin improvements after an investment in AI. However, as experts like Erik Brynjolfsson and Andrew McAfee point out, there is always a productivity J-curve, where performance initially dips as systems are restructured before rising sharply.

To manage these expectations, you must use your weekly Scorecard and your V/TO® to communicate transparently. Include leading indicators on your Scorecard that track the progress of your AI implementations, such as the adoption rate of new tools or the completion of key Rocks. Showing progress on these metrics helps the board see that you are building the foundation for long-term efficiency.

During your quarterly board updates, walk them through the productivity J-curve concept. Explain that the current dip in margin is a necessary phase of restructuring your systems for scale. Show them how this investment aligns with your 3-Year Picture and how it will ultimately lead to a higher exit valuation, keeping everyone focused on long-term value creation. This prevents reactive decision-making and protects your strategic roadmap.