CONSTRUCTION DEFECT JOURNAL

"News and Information for Construction Defect and Claims Professionals"

CONSTRUCTION DEFECT JOURNAL - ISSUE 242749 - TUESDAY, JULY 28, 2026

How AEC Firms Move AI Beyond the Pilot

AI on computer

Discover strategies for AEC firms to bridge the gap between AI pilots and full-scale implementation with proven methods.

July 27, 2026
Aarni Heiskanen - AEC Business

Most AEC firms can run an AI pilot, but few can scale it. Enthusiasm for a first experiment rarely extends beyond the pilot team, leaving the pilot as an isolated win that never changes how the company works. In a recent AEC Business Podcast episode, Adeline Chan, CEO and co-founder of Hong Kong-based AAL Innovation, explained why that gap exists and what separates the firms that close it from those that stall.

The Pilot Mindset that Holds Construction Back
Adeline draws a sharp contrast between finance and construction. Banks cannot afford to fall behind their competitors, so they pilot constantly, sometimes running hundreds of proof-of-concept teams in parallel and letting them compete internally to identify the approach that works. The winning concept becomes the standard and scales across the organization, and the return on investment is measured in undeniable numbers.

Mr. Heiskanen may be contacted at aec-business@aepartners.fi


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