AI Product EngineerFull-stack · AWS
I build multi-tenant AI products from scratch to production.
I've shipped AI products across accounting, analytics, and GenAI — multi-tenant and in production.
01/Selected Work
Systems I've shipped, across domains.
- 01
AI Accounting System
How I built a multi-tenant accounting platform where an AI pipeline converts uploaded financial documents into structured records — accurate enough to post straight to the ledger, and fast enough to take most of the manual work out of month-end close.
Multi-tenant SaaSDocument AIFintechAWSLedger-gradeExtraction trusted enough to post to the books - 02
Industry 4.0 analytics backend
How I re-architected the backend that processes large-scale inspection data — queues, schedulers, and multithreading — to run 50% faster and unify results across machine types.
BackendBig dataJava Spring BootIndustry 4.050% fasterData processing throughput
Sports · Analytics
Behaviour Analysis Platform
A real-time analytics pipeline that turns coaching behaviour into progressive performance reports, with an interactive dashboard to evaluate coaching effectiveness.
- Real-time analytics pipeline
- Interactive evaluation dashboard
- Tighter coaching feedback loops
GenAI · Growth
GenAI Customer Service
An AI chatbot that handles customer inquiries autonomously and surfaces high-potential leads through a dedicated analytics dashboard.
- Autonomous inquiry handling
- Lead-scoring analytics dashboard
- Tuned for engagement & conversion
LLM · Productivity
Meeting Assistant
LLM-generated meeting notes plus a monitoring panel with analytics on team productivity, engagement, and efficiency.
- LLM meeting-note generation
- Team-performance analytics panel
- Improved data visualisation & UX
02/Experience
Experience of shipping production systems.
May 2024 — Present
CurrentAI Software Engineer · Reluvate Technologies
Shipped AI products across several domains — accounting automation, behavioural analytics, GenAI customer service, and meeting intelligence — as multi-tenant SaaS. Built a document-to-ledger pipeline reliable enough to post straight to the books, owned containerised deployment on AWS, and mentored engineering interns through feature work and code review.
Next.jsDjango RESTPostgreSQLLLMsDockerAWS ECSJan 2022 — Oct 2023
R&D Engineer · ViTrox Corporation Berhad
Built backend microservices processing large-scale Industry 4.0 inspection data through job queues, schedulers, and multithreading — cutting processing time by 50% and unifying data across multiple inspection machine types.
Java Spring BootPostgreSQLHibernateAngularPythonFeb 2020 — Apr 2020
Industrial Trainee · Cabvisiontech
Built and tested a company web application (ASP.NET) end to end and ran end-user training ahead of its production release.
ASP.NETC#
03/About
I like turning messy, real-world problems — into products that hold up in production.
I have shipped AI SaaS from scratch to production and before that spent two years deep in high-throughput backend systems for semiconductor inspection.
B.IT (Hons) Internet Technology, with Merit — Tunku Abdul Rahman University of Management and Technology (TAR UMT), Malaysia.
- Languages
- PythonJavaTypeScriptC#SQLPL/SQLKotlin
- Frameworks
- Next.jsDjango RESTSpring BootReactAngularReact Native
- AI
- Multi-agent workflowsRAGAWS BedrockChromaDBGroqOpenRouter
- Data
- PostgreSQLMicrosoft SQLSQLiteFirebaseChromaDB
- Cloud
- AWS ECSEC2RDSS3AmplifyDocker
Have a product to build? Let's talk.
If you're building something in this space, I'm always up for the conversation. Reach me on LinkedIn — or drop me an email.