The challenge this solves: AI adoption stalls when teams lack confidence and safe usage guidance; shadow AI risk increases and quality is inconsistent.
· Telcos and ICT providers
· Banks/insurers
· Government
· Large enterprises with shared services
· Higher adoption with better output quality
· Reduced risk via validation practices
· Measurable productivity gains in selected workflows
· Weekly active usage
· Time saved per workflow
· Reduction in unsafe usage incidents
LINKS → Services: SVC-03: Technology Innovation & GTM /SVC-05: Artificial Intelligence | Research Scenario: RS-09: Responsible AI for ICT: From Tool Use to Governed Productivity at Scale