READ · Deployment
Deployment
Practical guidance for adopting AI responsibly across ASEAN industry and the public sector.
Deployment is where research meets the real world. We help organisations adopt AI in ways that are safe, accountable and suited to the ASEAN context, with frameworks, playbooks and monitoring that work after the system is live, not just before.
Focus areas
Deployment frameworks
We publish frameworks that guide responsible adoption, covering governance, roles, risk ownership and escalation.
Sector guidance
We tailor guidance for sectors that matter to the region, from public services to finance, health and education.
Adoption playbooks
We provide practical playbooks that teams can follow, written for the people doing the work rather than only for specialists.
Post-deployment monitoring
We help organisations watch live systems for harm and drift, so that deployment is a continuing responsibility rather than a one-off event.
Instruments
Engage with us
Collaborate with liwaiwai on deployment.
Work with us on research, evaluation or institutional projects. Partner on a study, host a session, or start a conversation.