I help connect Dynamics 365 operations, enterprise data, and practical AI—from warehouse execution to governed agent prototypes.
Practical consulting grounded in how people, processes, and enterprise systems actually work together.
Translate operational requirements into workable configuration, execution flows, and testable business scenarios.
Shape focused use cases and validate prototypes that work with ERP evidence and clear decision boundaries.
Connect operational data and build repeatable checks that make process performance and system behavior easier to understand.
Client implementations, tested automation, prototypes and reusable methods. Each example is labelled by its demonstrated stage.
From four read-only tools to Copilot combining work orders and technician context—with explicit rules for business KPIs.
Connect live warehouse context, specialist agents and confirmed escalation—bringing the outcome into Teams and F&O Immersive Home.
Structure invoice checks and surface review recommendations with an explicit human validation boundary.
Problem: Invoice review needs reliable vendor, purchase-order, and risk context.
Work: A prototype pattern for vendor/PO checks, duplicate-risk review, and CLEAR / REVIEW / HOLD recommendations.
Evidence & boundary: Working PoC evidence exists in prior work. Human validation remains part of the design; automated posting and measured financial impact are not claimed.
Translate a legacy assembly process into a controlled F&O operating flow—connecting warehouse movement, material consumption and finished-goods costing.
Two Singapore healthcare implementations: SharePoint and Business Central foundations, followed by MLVs, refresh orchestration and Power BI reporting.
Seven architecture rules for trusted ERP-connected agents—connecting business responsibility, verifiable evidence, secure tools and measurable value.
Field Service and Warehouse Readiness images are original screenshots from my published development articles. Other interface illustrations are explanatory. No client performance metrics or endorsements are implied.
ERP experience shapes the questions. Hands-on validation helps establish what the solution can actually do.
Identify the business decision, process owner, system of record, and constraint.
Define data access, integration, approval, and exception handling before expanding automation.
Test realistic cases and capture behavior, failure conditions, and supporting evidence.
Agree ownership, operating procedures, evaluation criteria, and a baseline for measuring value.
Writing on ERP, agent architecture, and the practical details that determine whether a solution works.
Business capabilities, architecture, and governed execution · LinkedIn
Why precise business context matters when agents use enterprise tools · LinkedIn
I’m an independent Dynamics AX / D365 F&O SCM consultant and Solution Architect with more than 15 years of experience, particularly in trade and logistics, procurement, inventory, and Advanced Warehouse Management.
My work connects ERP implementation with Microsoft Fabric, Power BI and agentic AI. Using Copilot Studio, Microsoft Foundry and MCP, I develop and validate focused solutions grounded in real business processes, clear access boundaries and evidence from hands-on testing.
I bring business and technology teams together around practical decisions: what needs to change, how the solution should work, and how to prepare it for adoption. My focus is turning operational understanding into useful, supportable enterprise solutions.
Let’s discuss your D365 process, warehouse challenge, or ERP-connected AI idea. Share the business problem, the current system, and what a useful outcome would look like.
F&O Solution ArchitectExpert
Supply Chain ManagementFunctional Consultant
F&O DeveloperAssociate
PMPProject Management
Python · PCAPCertified Associate
Microsoft IQProject Ready · Proficient