Enterprise Product & AI Transformation

Enterprise Product & AI Transformation Lead

10+ years across enterprise systems, product delivery, requirements, integration, data, validation and release leadership. I work across complex business and technology environments, and I now apply that delivery experience to automation, AI-enabled workflows and specialized agent design.

10+Years across enterprise technology and transformation
Enterprise ProductConfiguration, lifecycle and cross-functional delivery
Systems + DataERP, PLM, integration, migration and validation
AI + AutomationWorkflow design, reasoning and specialized-agent thinking

Career Timeline

Nov '20–
Present
Current · 5+ yrs

Enterprise Product & AI Transformation Lead

Global Technology and Engineering Company
Official role: IT Business Analyst / Project Lead

Lead cross-functional enterprise product and transformation delivery across product configuration, pricing, product data and connected business systems, translating operational needs into requirements, controls and release outcomes.

  • Own requirements-to-release delivery across discovery, process analysis, user stories, acceptance criteria, dependency mapping, UAT, regression evidence, stakeholder sign-off and production readiness.
  • Coordinate end-to-end validation across UI, middleware, PLM/Windchill, SAP, product data and downstream fulfillment flows, surfacing integration gaps and driving issues to resolution.
  • Design controls, reporting and automation that reduce manual effort while improving repeatability, traceability and decision visibility across recurring delivery cycles.
  • Apply enterprise process context to AI-enabled workflow design by keeping deterministic systems authoritative, using AI for reasoning and assigning bounded tasks to specialized agents with human oversight.
Enterprise ProductAI TransformationProduct ConfigurationSystems IntegrationSAP + PLMRequirements-to-ReleaseUAT & Release Governance

Earlier Experience

Programmer Analyst
Jun '19 – Jul '20
Global Telecommunications Company
Analyzed enterprise application behavior, integration issues and production defects. Supported root-cause investigation, maintained issue tracking and management reporting, and contributed to pre-release validation across multiple platform environments.
Systems AnalysisRoot CauseIntegrationRelease Validation
Programmer Analyst
Apr '18 – Jun '19
Global Manufacturing and Engineering Company
Owned requirements and story creation for supplier portal, access management and transactional system enhancements. Contributed to enterprise data migration documentation and supported quarterly release readiness and sign-off.
RequirementsSupplier SystemsData MigrationRelease Readiness
Programmer Analyst
Mar '17 – Mar '18
IT Services Firm
Developed ER diagrams, data models and workflow documentation to support requirements clarity, solution design and technical handoff. Managed SharePoint-based workflow and document control processes for distributed project teams.
Data ModelingWorkflow DocumentationSharePoint
IT Administrator
Jun '14 – Jul '15
IT Infrastructure & Services Company
Administered enterprise IT infrastructure including hardware, software and network systems. Maintained system uptime, managed configuration documentation and delivered user support across the organization.
IT AdministrationInfrastructureUser Support
Enterprise experience → AI-enabled transformation

Years inside complex enterprise delivery environments shape how I approach AI transformation. Systems of record and critical controls stay deterministic. AI supports reasoning and synthesis, specialized agents handle bounded tasks, and people retain decision authority where risk or governance requires it.

From enterprise delivery to AI-enabled transformation

Bringing product, systems, data and delivery experience into practical AI-enabled enterprise solutions with clear controls.