GTM Systems Engineer
Building Technical Infrastructure for Revenue Operations
I specialize in building the technical infrastructure that powers modern revenue operations. My expertise lies at the intersection of engineering and go-to-market strategy, creating scalable systems that drive measurable business growth.
My journey from international sales to systems engineering gives me unique insight into the technical challenges facing revenue teams. I understand both the business requirements and the technical implementation needed to scale go-to-market operations.
From AI-driven automation to complex system integrations, I architect and build solutions that transform how companies execute their revenue strategy.
go-to-market experience
Completed
Core Competencies
Technical expertise in building scalable revenue systems with cloud-native architecture, complex integrations, and AI-driven workflows that eliminate manual GTM processes
Programming & Development
Python, TypeScript, Swift, Rust, Custom Web Scrapers
AI & Machine Learning
CoreML Fine-tuning, BitNet Conversion, Colab Notebooks
Workflow Automation
n8n, Clay.com, Agno, Claude Code, MCP Servers
Cloud Infrastructure
AWS, Google Cloud, Railway, Cloudflare Workers
CRM & API Integrations
HubSpot, Salesforce, Google OAuth, Third-party APIs
Data & Analytics
PostgreSQL, BigQuery, Qdrant, Pandas, Polars
Outcome-Based Delivery
Clear deliverables, transparent pricing, and measurable results for every project
Technical Implementation
Web development, AI agents, automation systems, and revenue engines
Outcome-based approach:
- • Agreed deliverables before starting
- • Fixed pricing for defined outcomes
- • No hourly billing - just results
- • Complete documentation and handover
Example deliverables:
- • Web applications and custom dashboards
- • AI agents and intelligent automation
- • Revenue engine development
- • Clay setup and data enrichment workflows
- • CRM integrations and data synchronization
- • MCP server development and API integrations
Fractional Operator Work
Ongoing support for revenue operations and system optimization
Outcome-focused support:
- • Monthly deliverable commitments
- • System optimization and maintenance
- • Performance monitoring and reporting
- • Strategic guidance and implementation
Example deliverables:
- • Monthly system optimization reports
- • Automated workflow implementations
- • Performance improvement recommendations
- • Team training and documentation
- • Technology stack assessments
Continuous Learning
Technology evolves rapidly, and so do I. I'm constantly learning new tools, frameworks, and methodologies to stay at the forefront of AI, automation, and software development.
My Approach
The principles that guide my work and drive innovation
Innovation First
Always seeking cutting-edge solutions that push boundaries and create new possibilities for businesses and users.
Human-Centered
Technology should enhance human capabilities, not replace them. Every solution is designed with the end user in mind.
Results Driven
Focus on measurable impact and tangible business value. Every project delivers concrete results and ROI.
Professional Journey
A chronological overview of my career progression, key achievements, and professional growth
CEO
MK Revenue Group
• Helsinki, FinlandLeading strategic business development and revenue optimization initiatives
Key Achievements:
- • Founded and established company operations
- • Developing revenue optimization strategies for clients
- • Building strategic partnerships and business relationships
Technologies:
Skills Developed:
Co-founder / CTO
SwiftDial
• Helsinki, FinlandBuilding automations, revenue engines and MCP servers for business clients
Key Achievements:
- • Worked with over 10 clients including Intersport, Fondion, Fundu, Palkkaonline
- • Developed automated revenue engines and business process solutions
- • Built custom MCP servers for client automation needs
Technologies:
Skills Developed:
Sales Manager
Nature Line Cutlery
• FinlandStrategically developed key international markets driving global brand expansion
Key Achievements:
- • Strategically developed key international markets including UK, Germany, Spain, Italy, and France
- • Developed significant distribution partnership in the UK for new market penetration
- • Fostered relationships with major European retailers and wholesalers
Technologies:
Skills Developed:
Account Manager
Huhtamaki
• FinlandAccount management with focus on Nordic region and Ice Cream packaging solutions
Key Achievements:
- • Ensured product availability through tight collaboration with supply chain and European factories
- • Managed pricing and profitability tracking, executed strategic price increases
- • Led new business development in Nordic region
Technologies:
Skills Developed:
M.Sc. in Economics and Business Administration
University of Vaasa
• Vaasa, FinlandMajored in Strategic Business Development with focus on value co-creation within ecosystems
Academic Highlights:
- • GPA 3.92
- • Finalizing Master's thesis studying value co-creation within ecosystems
- • Collaborated with industry leading case companies for thesis research
Focus Areas:
Skills Acquired:
Bachelor of Business
Bond University
• Gold Coast, AustraliaMajored in Marketing with specialization in Internet and Social Media marketing
Academic Highlights:
- • Graduated with percentage average of 71%
- • Specialized in Internet and Social Media marketing strategies
- • Developed comprehensive understanding of digital marketing ecosystems
Focus Areas:
Skills Acquired:
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What I'm currently learning and studying
Advanced AI Research
Learning about transformer architectures and large language models for specialized business applications.
Cloud-Native Solutions
Studying scalable ML systems using Kubernetes and serverless architectures for deployment.
Azure AI Automation
Learning about intelligent automation systems on Azure cloud infrastructure for AI agents and workflow orchestration.