AI Workflow Design
Practical AI systems for product discovery, requirement shaping, proposal drafting, specification writing, QA preparation, and delivery documentation.
14+ years across software engineering, system architecture, product ownership, fintech KYC, digital platforms, and AI-assisted delivery operations.

What I do
Practical AI systems for product discovery, requirement shaping, proposal drafting, specification writing, QA preparation, and delivery documentation.
API-aware user stories, acceptance criteria, architecture constraints, system trade-offs, and delivery-ready product decisions.
LLM workflows, automation, project memory, meeting synthesis, and reusable team operating patterns that reduce delivery drag.
KYC, onboarding, PDPA-aware flows, analytics, UAT, stakeholder alignment, and go-live coordination for complex digital products.
Selected proof
Client-sensitive details stay anonymized while showing how I apply AI, product judgment, and technical depth to work that needs to ship.
AI Operations
Introduced AI-assisted workflows for proposals, product specs, documentation, QA support, meeting synthesis, and project memory so teams move faster with clearer context.
Fintech / KYC
Led functional product design for KYC and onboarding flows where compliance, completion rate, analytics, UAT, and release timing all had to move together.
Platform / Growth
Shaped landing pages, microsites, A/B tests, vendor evaluation, analytics, CMS, automation, and conversion-focused roadmaps.
Method
I work best where product decisions carry real business and technical consequences: regulated flows, AI-enabled operations, platform trade-offs, stakeholder alignment, and systems that must keep working after launch.
My engineering and architecture background helps me turn ambiguity into API-aware requirements, AI-assisted workflows, testable acceptance criteria, and realistic release plans.
Experience snapshot
I bring a hybrid AI, product, and engineering perspective to delivery.
Having started as a software engineer and system architect, I understand what it takes to build robust systems. Today, I use that technical foundation to connect complex business needs, engineering execution, and practical AI workflows.