AI case study

When Baker Hill’s leadership challenged the company to improve employee efficiency by 30%, the team turned to AI. Through a structured approach centered on adoption, governance, and compliance, Baker Hill integrated AI into daily workflows, reduced manual work, and built a foundation for responsible, scalable innovation across its business units.

In Q2 2025, RT Moore, a long-standing innovator in mechanical contracting, partnered with AI consultancy Stellar to address one of construction’s most persistent and costly challenges:  detecting quality issues before they result in expensive rework. With advances in AI becoming more accessible, RT Moore’s CIO, Josh Adams, asked a critical question: “Could artificial intelligence help catch these issues earlier; ideally, during rough-in construction, before they became expensive problems? And if so, where should RT Moore begin?”

In Q1, 2025, AI Innovation Network member Data317 shared two groundbreaking projects that use AI to tackle two significant business challenges: fraud detection and construction cost management. This case study explores these initiatives, detailing the implementation strategies, outcomes and broader implications for businesses.