AI Uncertainty Requires a New Approach to Workforce Planning, PotomacHarbor Study Finds

As AI creates greater uncertainty about the future of work, only 40% of organizations have a clear vision for their workforce over the next three to five years, according to new research from PotomacHarbor. The study of 106 HR executives and senior leaders suggests that workforce planning needs to evolve as AI reshapes jobs and skills. The emerging approach focuses on helping organizations make better workforce decisions as conditions change.  Organizations with stronger decision-ready workforce planning capabilities report more than 4 percentage points higher earnings growth than their peers.

The research reveals a gap between the changes respondents anticipate and their organizations’ readiness to manage them:

• AI agents’ share of the workforce is expected to rise sharply. The median estimated share increases from 2% today to 10% in three years. The survey defined agents as AI-powered systems that complete work autonomously with minimal human oversight.
• AI experimentation is outpacing work redesign. 76% of respondents agree or strongly agree that their organizations embrace local AI experimentation, but only 33% say their organizations actively redesign jobs and workflows in response to automation and AI.
• Uncertainty about the impact of AI is second only to organizational silos among barriers to workforce planning. 28% of respondents cited it as a barrier to effective workforce planning. 
• Only 28% report effective workforce scenario modeling. These respondents agree or strongly agree that their organizations effectively use scenarios to evaluate how business strategy, market conditions or AI adoption could affect workforce needs.
• Headcount still dominates planning. 51% identify headcount as their primary unit of workforce planning, compared with just 8% who primarily plan around tasks and activities.

“The business needs less planning, better choices,” said Adam Brinegar, Co-Founder of PotomacHarbor. “With AI changing work faster than most planning cycles can accommodate, the organizations that outperform will be those that can identify what matters, see change earlier and make decisions faster.”

From Static Plans to Better Decisions: The 4S Framework

PotomacHarbor organizes its approach to decision-ready workforce planning around its 4S framework: See, Sense, Simulate and Shift.

• See. Build visibility into the skills, capabilities and work that matter most to business performance, using AI to help close information gaps.
• Sense. Identify how changes in business priorities, technology and talent markets could reshape workforce needs.
• Simulate. Test different workforce options across multiple scenarios to understand trade-offs before committing.
• Shift. Establish decision triggers and mechanisms to redeploy talent, redesign work and adjust the workforce as conditions change.

As organizations combine employees, contractors and AI agents, workforce planning increasingly connects business strategy, technology strategy and talent strategy. For CHROs, the 4S framework provides a practical way to help leadership teams decide how work should be performed—and when to change course.