AI fertiliser analysis
Led an AWS Bedrock solution that automates fertiliser statement ingestion, nutrient extraction, and nitrogen reporting.
Map of Ag
I'm Wan Musa, an AI Implementation Consultant who connects business needs with hands-on delivery. I design and build practical AI workflows that reduce repetitive work and make complex processes easier to manage.
My strength is making complex workflows understandable, buildable, and repeatable. My background spans product delivery, business analysis, data platforms, and enterprise integrations.

Workflow mapping · Logical modelling · SIPOC · BPMN 2.0 · Requirements · Stakeholder workshops
Python · LangGraph · LLM integration · Structured outputs · Human-in-the-loop workflows · Governance · Harnesses
REST APIs · FastAPI · Docker · PostgreSQL · VPS hosting
Discovery · Prioritisation · Experimentation · Agile delivery · Outcome measurement
An event-driven Gmail assistant that classifies incoming messages and brings decisions into Telegram, with human approval before sending replies or creating calendar events.
Agentic workflow · Deployed — personal system
A reusable Docker Compose foundation for hosting multiple AI applications on a single Oracle VPS.
Infrastructure · Deployed — personal platform
A shared Gemma 3 inference service on my VPS, exposing authenticated APIs for structured job extraction and lightweight assistant tasks.
Self-hosted LLM · Deployed - personal VPS
A Chrome extension that captures job adverts from the page you are viewing, keeps them in a local review workspace, and exports structured records without an LLM.
Browser extension · Implemented - local Chrome tool
A multistage workflow that takes browser-captured job adverts through validated intake, a PostgreSQL queue, evidence-grounded generation, and private Word-document storage.
Multistage data ingestion · Implemented - queued pipeline
Jul 2025 – Present
Product Manager (Agile Business Analyst) · Auckland, NZ
Own product strategy and delivery across agricultural data and AI services. The platform standardises farm data from files, APIs, and databases into an ICAR-compliant schema for supply-chain insights and traceability.
Aug 2023 – Jul 2025
Senior Business Analyst · Auckland, NZ
Owned requirements, backlog priorities, and roadmap delivery for Anvil, an in-house OMS and CRM. The platform handles weight- and length-based metal sales, processing, inventory, and complex multi-site fulfilment.
Feb 2021 – Jul 2023
Product Owner / Business Analyst · Auckland, NZ
Owned discovery, backlogs, and release planning for a SaaS retail engagement platform spanning POS, loyalty, pricing, fuel, and marketing. Worked with clients, engineers, and third-party providers to shape practical, scalable product improvements.
Jun 2017 – Oct 2019
Business Analyst / Scrum Master · APAC
Worked as Business Analyst and Scrum Master across public-sector, logistics, and e-commerce SaaS projects. Supported IoT and software teams from requirements discovery through client testing and release.
Led an AWS Bedrock solution that automates fertiliser statement ingestion, nutrient extraction, and nitrogen reporting.
Map of Ag
Delivered natural-language analytics so non-technical users could ask business questions without relying on technical teams.
Map of Ag
Owned the roadmap and delivery of predictive analytics for a SaaS herd-management platform.
Map of Ag
Scaled the agricultural data ecosystem fourfold without service disruption, expanding customer insight coverage.
Map of Ag
Led improvements to logging, queries, storage, and workload placement to reduce infrastructure and data-ingestion costs.
Map of Ag
Led a three-month programme resolving four years of data-quality issues in a major UK retail supply chain.
Map of Ag
Owned schema mapping, requirements, and delivery of automated farm-data exchange, reducing manual entry.
Map of Ag
Led a multi-warehouse order-management capability and pricing experiments to improve fulfilment flexibility and revenue.
Vulcan Steel
Owned roadmap planning and backlog priorities supporting the move from Navision to Dynamics 365 Finance & Operations.
Vulcan Steel
Served as Scrum Master for six developers and two QA specialists, improving sprint predictability and collaboration.
Vulcan Steel
Led discovery and solution design, translating complex operational needs into user stories, acceptance criteria, and roadmaps.
Vulcan Steel
Partnered with engineering on Azure services and Cosmos DB improvements for scalability, messaging reliability, and data performance.
Vulcan Steel
Worked with operational and commercial teams to prioritise changes that improved efficiency, customer experience, and business growth.
Vulcan Steel
Delivered POS, SAP, and loyalty integrations for Z Energy, Caltex, and Daiso, improving targeting and operational efficiency.
Triquestra International
Delivered a single customer view through a unified loyalty platform, enabling more personalised marketing and better insights.
Triquestra International
Strengthened QA practices, requirements clarity, and development-test alignment to improve release quality.
Triquestra International
Introduced automation and risk-based testing, also increasing test coverage by 30% and improving release confidence.
Triquestra International
Worked with retail clients to turn process opportunities into product enhancements that improved customer experience and adoption.
Triquestra International
Maintained OpenAPI specifications and integration standards to improve consistency across internal and external development teams.
Triquestra International
Trained Technical Analysts and support teams, sharing functional knowledge and reducing reliance on individual specialists.
Triquestra International
Delivered SaaS workflow automation for the Digital Free Trade Zone at KLIA and the Royal Malaysian Customs Department.
Fusionex
Embedded with client testing and project teams to streamline testing, iteration, and deployment for IoT and software delivery.
Fusionex
Master of Business Administration
Massey University, Auckland, NZ
Focus: Risk Management, Innovation, Corporate Sustainability.
2019–2020
Bachelor of Science
IIUM, Malaysia
2007–2012
Python for Data Science, AI & Development · IBM
2025
ICAgile Certified Professional: Agile Project & Delivery Management · ICAgile
2023
I'm interested in AI-focused roles and conversations about building useful, practical agentic AI systems.