AI fertiliser analysis
Led an AWS Bedrock solution that automates fertiliser statement ingestion, nutrient extraction, and nitrogen reporting.
Map of Ag
Open to AI-focused roles · Auckland, New Zealand
Wan Musa
AI implementation & workflow design
I turn complex business processes into practical AI workflows, connecting product thinking with hands-on delivery.
Selected career outcomes
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Conversational analytics
Delivered natural-language analytics so non-technical users could ask business questions without relying on technical teams.
Map of Ag
30%less farm-planning effort
Owned the roadmap and delivery of predictive analytics for a SaaS herd-management platform.
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2,000 → 8,000connected farms
Scaled the agricultural data ecosystem fourfold without service disruption, expanding customer insight coverage.
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Cloud cost optimisation
Led improvements to logging, queries, storage, and workload placement to reduce infrastructure and data-ingestion costs.
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5,000+farms in data remediation
Led a three-month programme resolving four years of data-quality issues in a major UK retail supply chain.
Map of Ag
2,000+farms connected through Easy Dairy
Owned schema mapping, requirements, and delivery of automated farm-data exchange, reducing manual entry.
Map of Ag
8%revenue uplift
Led a multi-warehouse order-management capability and pricing experiments to improve fulfilment flexibility and revenue.
Vulcan Steel
ERP modernisation
Owned roadmap planning and backlog priorities supporting the move from Navision to Dynamics 365 Finance & Operations.
Vulcan Steel
8delivery specialists supported
Served as Scrum Master for six developers and two QA specialists, improving sprint predictability and collaboration.
Vulcan Steel
Requirements into delivery
Led discovery and solution design, translating complex operational needs into user stories, acceptance criteria, and roadmaps.
Vulcan Steel
Platform reliability
Partnered with engineering on Azure services and Cosmos DB improvements for scalability, messaging reliability, and data performance.
Vulcan Steel
Value-led process improvement
Worked with operational and commercial teams to prioritise changes that improved efficiency, customer experience, and business growth.
Vulcan Steel
Retail systems integration
Delivered POS, SAP, and loyalty integrations for Z Energy, Caltex, and Daiso, improving targeting and operational efficiency.
Triquestra International
3customer data sources unified
Delivered a single customer view through a unified loyalty platform, enabling more personalised marketing and better insights.
Triquestra International
40%fewer major production defects
Strengthened QA practices, requirements clarity, and development-test alignment to improve release quality.
Triquestra International
60%less regression-testing effort
Introduced automation and risk-based testing, also increasing test coverage by 30% and improving release confidence.
Triquestra International
Client-led product improvements
Worked with retail clients to turn process opportunities into product enhancements that improved customer experience and adoption.
Triquestra International
API governance
Maintained OpenAPI specifications and integration standards to improve consistency across internal and external development teams.
Triquestra International
Team capability building
Trained Technical Analysts and support teams, sharing functional knowledge and reducing reliance on individual specialists.
Triquestra International
25%faster licensing approvals
Delivered SaaS workflow automation for the Digital Free Trade Zone at KLIA and the Royal Malaysian Customs Department.
Fusionex
50%less time testing and deploying
Embedded with client testing and project teams to streamline testing, iteration, and deployment for IoT and software delivery.
Fusionex
Featured work
Agentic workflowDeployed — personal system
Telegram - Gmail Assistant
An event-driven Gmail assistant that classifies incoming messages and brings decisions into Telegram, with human approval before sending replies or creating calendar events.
View on GitHub
- Python
- FastAPI
- Google Pub/Sub
- LangGraph
- OpenAI
- Telegram Bot API (webhooks)