Enterprise Architect · AI Engineer · IT Leader
Turning legacy systems into intelligent platforms.
7+ years of making enterprise technology actually work.
About Me
The person behind the systems.
"Data doesn't just inform decisions — it prevents expensive mistakes."— My approach to every project
I'm an IT leader and enterprise architect with 7+ years of experience building systems that actually solve problems — not just check boxes.
My career started in the trenches: writing ERP modules, debugging marketplace integrations at 2 AM, and learning the hard way that elegant code means nothing if the business can't use it. That foundation shaped everything I do now — I think in systems, but I measure in outcomes.
Data over assumptions.
When I inherited a production system everyone said was failing catastrophically, I didn't rush to fix it — I analyzed 65 days of production logs first. Turns out the system was 20% healthier than estimated.
Build to last, ship to learn.
I architect systems with production resilience in mind, but I ship iteratively. Quick wins first month, structural improvements months two through four, strategic transformation over the full cycle.
People before platforms.
The best ERP implementation fails if the team can't sustain it. I invest as much in capability building, documentation, and knowledge transfer as I do in the technology itself.
What I Do
Five capability pillars.
The domains I operate across — from code to boardroom.
Enterprise Architecture & ERP Transformation
I design and implement multi-company ERP ecosystems using Odoo v17, integrating manufacturing, rental operations, finance, inventory, and CRM into unified platforms.
AI & Agentic Systems Engineering
I build production AI systems — not prototypes. From deploying 58+ specialized AI agents using the BMAD methodology, to engineering enterprise RAG systems with vector search and graph databases.
Data Infrastructure & Performance Engineering
I diagnose and fix the performance problems everyone else works around. Database queries running in minutes get reduced to seconds. Systems drowning in errors get stabilized.
Integration Architecture & Automation
Enterprise systems rarely exist in isolation. I design the connective tissue — webhook-driven integrations, queue-based processing, API orchestration — that makes disparate systems function as one.
Strategic IT Leadership & Team Building
I lead technology teams and report to executive leadership, translating business strategy into technical roadmaps and technical reality into board-ready communication.
Featured Projects
Enterprise transformation in action.
Real problems, real solutions, real impact. Click any card to explore the full story.
Enterprise Database Performance Overhaul
Inherited a production database environment where critical business queries took over 4 minutes to execute. Users had normalized waiting, and workarounds were embedded into daily operations. Nobody had diagnosed the root cause — they'd just accepted it.
Approach
Conducted forensic analysis of the entire database layer. Mapped query execution plans, identified missing indexes on high-traffic tables, and designed a systematic indexing strategy targeting the highest-impact operations first.
Impact
- Primary lookup queries: 96.2% performance improvement (minutes reduced to seconds)
- Documented 892% ROI on the optimization initiative
- Eliminated user workarounds costing hours of productivity daily
- Created performance monitoring baseline for ongoing health tracking
Agentic AI Development Engine
Managing enterprise-scale technology transformation with a lean team meant development velocity was the bottleneck. Traditional approaches — more developers, longer timelines — weren't viable. I needed to fundamentally change how we built and analyzed systems.
Approach
Designed and deployed an agentic AI architecture using the BMAD methodology. Built 58+ specialized AI agents, each with defined roles: codebase exploration, architecture planning, root cause analysis, database optimization, documentation generation, and code implementation.
Impact
- 340% development velocity improvement across the engineering team
- 555% documented ROI on AI-assisted engineering investment
- 96+ architectural diagrams generated automatically
- Context system reduced AI operational costs by 70-85%
Enterprise RAG Knowledge System
Organizational knowledge was scattered across databases, documents, logs, and people's heads. When someone needed an answer, they asked around or dug through files. There was no unified way to query enterprise knowledge programmatically.
Approach
Architected a hybrid RAG system combining vector search with graph-based knowledge representation. Built 45+ domain-specific collections across Qdrant for semantic search and Neo4j for relationship mapping.
Impact
- 86% retrieval accuracy at 22ms average latency
- 45+ knowledge collections spanning operations, finance, sales, and technical documentation
- Self-updating pipeline that ingests new documents automatically
- Enabled natural-language querying of enterprise data for non-technical stakeholders
Impact
Impact by the numbers.
Measurable outcomes from enterprise-scale technology transformation.
Career
The journey so far.
From writing ERP modules to leading enterprise technology transformation.
IT Manager & ERP Techno-Functional Consultant
Multi-Company Industrial Conglomerate · Direct report to CEO
The Role
Responsible for the entire technology stack: ERP architecture, AI systems, database infrastructure, integrations, automation, team leadership, and strategic technology planning.
What I Inherited
A fragmented technology landscape — legacy systems with critical security vulnerabilities, no automation infrastructure, manual data transfers consuming hundreds of person-hours monthly.
What I'm Building
A unified, intelligent enterprise platform. AI agents that replace manual analysis. Automation workflows that eliminate repetitive operations. Database optimizations that turned minutes into seconds. Integration architecture connecting 7+ systems into a coherent whole.
Defining Moments
- Analyzed 65 days of production logs to replace assumptions with data
- Deployed 58+ AI agents that fundamentally changed how the engineering team operates
- Identified critical security vulnerabilities and built the remediation plan
- Presented technology transformation strategy to board-level leadership
Team Lead Engineer
ERP Services Company
The Role
Led a cross-functional team of developers across the full DevOps lifecycle for enterprise ERP deployments.
What I Built
- Integrated 15+ European marketplaces with carrier management systems
- Built CI/CD pipelines for enterprise Odoo deployments
- Supervised 5-6 developers through complete project lifecycles
- Established code review practices and deployment standards
Senior Software Engineer
ERP Services Company
What I Built
- Marketplace hub architecture connecting multiple sales channels to unified inventory
- Custom warehouse management system with real-time stock synchronization
- Managed EU business operations technical stack
Senior Software Engineer
Tech Consulting Firm
What I Built
- Cross-platform ERP migration solutions
- Client engagement processes that improved project clarity
Software Engineer
ERP Product Company
What I Built
- 40+ marketplace connector modules (Amazon, Wayfair, Mirakl, Google Shop)
- 50+ custom ERP modifications across different client environments
- Cloud storage integrations and frontend theme systems
Skills
Technical arsenal.
Categorized proficiency across the full enterprise technology stack.
Contact
Let's connect.
I'm open to conversations about enterprise technology leadership, AI systems architecture, ERP transformation strategy, and the messy reality of making large-scale systems work.