Twelve years in sales, now an AI Engineer
My years in sales taught me where work gets stuck. I built Nordic Metal Trade’s ERP system and own it today, from requirements to operations. Now I’m building LLMs into it.

Why I started building systems
As a salesperson, I lost a lot of time to duplicate work in systems that didn’t talk to each other. Eventually I started building the tools I was missing myself.
The ERP system
At Nordic Metal Trade, I started by automating the quote flow. That was the beginning of the company’s ERP system, which I then planned and built. The system covers CRM, material enquiries, quotes, orders, purchasing, stock, certificates and transport, and is connected to Fortnox, Shiplink, Unifaun/nShift and Microsoft 365.
I’m the product owner and sole developer, and I was project lead for the rollout: testing, training and the switch from the old system.
The system has about ten users and saves the team more than 20 hours a week.
From systems to AI
Today I also build LLMs into the ERP system. Its AI assistant answers colleagues’ questions about orders, stock, materials and routines. It can also create customers and turn enquiries into quotes, but only once the user confirms.
I develop with AI coding agents that take an issue all the way to a reviewed and merged PR, and I’m the final check.
How I got here
Development and automationSales and business
Jul 2019–present
Nordic Metal Trade AB
Systems Developer and System Owner, Aug 2025–present
B2B Sales Representative, also responsible for development, Jul 2019–Jul 2025 (80% sales, 20% development)
Planned and built the company’s ERP system, and today I’m its product owner and sole developer. As a salesperson, I accounted for roughly half of the company’s sales in 2021.
Oct 2017–Aug 2019
AD infinitum recycling
Business Developer, waste management
Mapped companies’ waste flows and sold solutions that lowered their costs, from first call to contract.
Jan–Sep 2017
3 Sverige
B2B Sales Specialist, based in Cyprus
Oct 2015–Dec 2016
Travel in Asia and Australia
Career break with temporary work in hospitality
Jan 2013–Oct 2015
Eniro
Senior Sales Lead and System Ambassador
Three promotions in under three years. Led the team whenever the manager was away. Led the local rollout of a new Google-based business system and trained colleagues to work with it.
Feb 2009–Jun 2011
Sveacom AB
Telesales Representative
Skills
- Development
- Python, FastAPI, Flask, SvelteKit, TypeScript, MySQL, REST APIs, VBA
- Operations and integration
- Docker, Linux, Google Cloud, GitHub Actions, Fortnox, Microsoft 365, n8n
- AI
- Claude Code, Codex, agent workflows with code review, AI assistants
- Business process
- Requirements analysis, process mapping, project management, system rollout, user support
- Commercial
- B2B sales, negotiation, procurement, budgeting
- Languages
- Swedish (native), English (fluent)
Outside work
At home I run Home Assistant with 232 devices and 161 automations that connect lighting, heat pumps and electricity prices, among other things. The family controls it from a custom dashboard.
I live in Jönköping, like to travel with my partner and run to keep my head clear.
Get in touch
I’m looking for AI Engineer roles, in Jönköping or remote.
[email protected]