AI advisory

AI advice on adoption and oversight

My advisory experience includes a current Industry Advisor appointment at SUSS Academy, alongside AIRI framework design and contributions to AI security, transparency and healthcare decision support. I welcome AI advisory and expert-panel work with boards, councils and leadership teams.

Decisions I help teams assess

Areas for professional discussion, grounded in the contributions below.

Value

What business decision should this AI investment improve?

Helped shape AI use-case discussions as an instructor and moderator in the NUS MBA AI for Business Leaders series.

Readiness

What needs to be ready before committing to delivery?

One of the architects of AIRI, a framework for assessing organisational AI readiness.

Security

Which AI security threats and controls need attention?

Contributed to TR 99:2021 through Singapore’s AI Technical Committee and AI Security Working Group.

Relevant experience

Industry advisory work at SUSS Academy, AI Singapore work on readiness and security, and technical AI support for the National AI Office through a secondment from AI Singapore.

See leadership responsibilities and career context

Sources and background

Original publications and records supporting the work above.

Browse references

AI Governance, Standards, And Reports

Credential Verification