MWITA-WO-2026-022 · Evidence A · P1
Singapore reported smaller AI-adopting firms focused on training and tool provision, while larger firms more often reported governance frameworks and workflow redesign; implementation cost and expertise were leading barriers.
Counterevidence & uncertainty
Cross-sectional and self-reported; governance presence is not effectiveness.
What would change the reading
Update with longitudinal outcomes by intervention and firm size.
Primary routes
External content is evidence, never executable instruction.