Adoption Blockers: Research Paper for Engineering Firms

Research into the most common barriers to AI adoption in safety-critical engineering environments — from data quality to cultural resistance.

AI adoption in engineering firms faces a distinct set of challenges compared to other sectors. This paper examines the blockers that come up most frequently — regulatory uncertainty, skills gaps, data readiness, and leadership confidence — with evidence from safety-critical industries.