AEC Firms Ramp Up AI Adoption but Struggle with Data Confidence

  • 75% of AEC firms now use AI, up 20 percentage points year-over-year, but only 29% report high confidence in the underlying data.
  • Talent acquisition and retention remain the top concern for AEC firms, surpassing economic factors and competition.
  • Proposal volume has surged, but win rates remain flat at approximately 50%, indicating a lack of strategic discipline.
  • Industry optimism has declined 20 percentage points over the past two years, falling from 86% in 2023 to 66% in 2025.
  • Client expectations around timeline, budget, and service quality have risen, but the industry reports meeting these demands.

The AEC industry is navigating rapid change driven by AI advancement, policy shifts, and persistent staffing challenges. While AI adoption has surged, the lack of data confidence poses a risk to the effectiveness of these tools. The industry's resilience in meeting rising client expectations contrasts with declining optimism, reflecting mounting pressures from economic uncertainty and intensifying competition.

Data Governance
How AEC firms will address the widening gap between AI adoption and data readiness to ensure accurate insights.
Talent Management
Whether AEC firms can sustain growth amid persistent staffing challenges and the evolving role of AI in the workplace.
Strategic Discipline
The pace at which AEC firms formalize go/no-go processes to improve win rates and operational efficiency.