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REVIEW
rev 2026-06
Roadmap vs Reality › The 11 use cases
Independent Review · Tracker

The eleven use cases

The roadmap’s most tangible promises were eleven flagship AI projects. This is the full set — and how little was ever reported about what became of them.

Use cases 11Priority areas 5Public outcome reports near zero

The roadmap’s six strategies were the theory. The eleven National AI Use Cases were the practice — the concrete, fundable projects that were supposed to prove AI’s value in domains that matter to Malaysians, and to seed industries around them. They were the most tangible promises the AI-Rmap made.

So what became of them? The honest answer is the same one that recurs throughout this review: with the AI-Catalyst and its consortia never becoming the operating structure, and no central body reporting outcomes, the fate of the eleven projects was largely never made public. Below is the full set, with the priority areas the roadmap assigned them, and an honest status for each.

How to read this

“Outcome not publicly reported” does not mean a project never happened — some elements may have progressed inside ministries or universities. It means no public reporting ties a delivered result back to the roadmap’s use-case programme. The absence of a project-level scorecard is itself the finding.

The flagship projects

The eleven use cases, by priority area

Seven were assigned to the three priority areas (agriculture, healthcare, smart cities & transport); four to education and public services.

Agriculture & Forestry
AI-Driven Supply Chain for Palm Oil
Outcome not publicly reported
Agriculture & Forestry
Autonomous Robotics in Oil-Palm Harvesting
Outcome not publicly reported
Healthcare
Autonomous Vaccine Distribution & Management
COVID-era context; not continued publicly
Healthcare
Personalized Proactive Healthcare
Outcome not publicly reported
Healthcare
Autonomous “A-eye” System
Outcome not publicly reported
Healthcare
AI-Nasoalveolar (AI-Na) System
Outcome not publicly reported
Smart Cities & Transport
AI-Driven Mass Public Transport
Outcome not publicly reported
Education
Personalized Learning System
Outcome not publicly reported
Education
Intelligent Automated Assessment System
Outcome not publicly reported
Education
Intelligent Graduates Profiling
Outcome not publicly reported
Public Services
Public-service AI use case (limited detail in source)
Detail limited in source

A pattern, not a coincidence

The use cases were structurally dependent on Strategy 6: each was meant to be delivered by an AI Catalyst Consortium, funded partly through the Malaysia Grand Challenge Fund and government-industry matching grants. When the consortium model did not take hold, the delivery vehicle for all eleven projects effectively went with it.

This is why a project-by-project verdict is impossible from the outside — and why that impossibility is the point. A government that delivers eleven flagship AI projects has eleven launch events, eleven case studies, eleven sets of results to publicise. Malaysia’s AI story from 2024 onward is told instead through the National AI Office and the data-centre boom — not through these projects.

Independent analysis

The eleven use cases and their priority-area assignments are from Strategy 6 of the National AI Roadmap 2021–2025 (MOSTI; archived here). Statuses reflect the absence of public outcome reporting tied to the roadmap’s use-case programme as of 2026; they are not determinations that individual projects failed.

Full sources: airmap.my/sources. Independent of MOSTI, the Ministry of Digital and NAIO.

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