AI architect for education operating systems
Build the system, not the prompt.
Anyone can use AI tools. The rare work is turning AI into infrastructure an institution can trust, operate, sell, and scale.
The distinction
Prompting creates output. Architecture creates capability.
The difference is whether the work survives real students and real operations — parents checking dashboards, teachers under deadline, enrolment targets that don't wait.
Systems, standards, and infrastructure
AI that connects the education business, not just the classroom.
I design the layer between academic quality and commercial growth: agents, workflows, dashboards, content engines, and operating standards that make AI usable by teams — not just impressive in a demo.
LearningLesson plans and adaptive pathways for any subject.
AssessmentExaminer-style marking and feedback loops.
ContentContent agents that turn curriculum into usable materials.
ParentsVisibility, dashboards, and follow-up moments.
GrowthRank, chat, and voice agents for enrolment momentum.
Portdemy as proof
Not a demo. A working education platform.
Portdemy is a full Cambridge IGCSE AI learning platform: examiner marking, adaptive revision, lesson-plan generation, parent visibility, voice calls, and follow-up workflows. Tuition centres don't just resell it — they run their operations on it, under licence.
RM2.2MRevenue generated by AI-architected systems in deployment.
22%Conversion uplift from AI follow-up and enrolment workflows.
600+ hoursStaff hours reclaimed by content, marking, and follow-up automation.
5 subjectsAI examiner marking across English, Mandarin, Malay, Science, and Maths — expanding to any-subject content.
The record
The signal isn't that AI was used. It's what's running.
A platform students learn on. Marking teachers rely on. Licensing centres operate under. For partners and investors, that's the difference between AI interest and AI infrastructure.
The architecture angle
AI is easy to try. Hard to institutionalize.
I work where AI has to become a real operating layer: across curriculum, assessment, parent communication, enrolment, content production, and team execution.
PortdemyAI learning platform for Cambridge IGCSE, tuition-centre licensing, parent visibility, content and follow-up workflows.
Portman UniversityAI university operating layer across learning experience and education infrastructure.
Chat agentHandles inbound conversations, qualification, follow-up, and routing across WhatsApp and web.
Voice agentTurns spoken enquiries into structured next steps, follow-up workflows, and enrolment momentum.
Contact
For partners, investors, and serious education builders.
Use the form to start a conversation about AI architecture, Portdemy, education infrastructure, or institutional partnerships.