Work

Selected work

Recent engagements with fintech and proptech startups, plus four years driving AI, automation, and integration at Viaplay Group before founding VIC.

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+35% / −50%Retrieval accuracy · search time
Freelance · 2024–present

Agentic AI & RAG for fintech and proptech

Designed and optimized RAG pipelines on OpenAI embeddings and PostgreSQL (pgvector), plus document-processing and contract-analysis automation on Azure AI and Copilot Studio.

RAGpgvectorAzure OpenAIAgents
90–95% / −70%Extraction accuracy · time
Viaplay Group · 2022–2024

AI-driven finance automation at scale

As Transformation Manager, re-architected a legacy RPA invoice workflow into an AI document platform on Azure AI Document Intelligence and Dynamics 365 Finance, aligned to Microsoft CAF, WAF, and SAF.

Azure AIDynamics 365Document AIArchitecture
−50% / +35%Manual reconciliation · consistency
Viaplay Group · 2019–2021

Enterprise integration across finance & HR

Designed API-driven integration connecting HR, payroll, and financial systems, and integrated Hogia finance with Cezanne HR for real-time payroll sync using Python, Flask, and webhooks.

IntegrationPythonAPIsWebhooks
+70% / −60%Regression coverage · manual testing
Viaplay Group · 2017–2019

Test automation & agile delivery

Built a Python and Selenium automation framework for Dynamics 365 and HR systems, and led teams as Scrum Master, accelerating sprint delivery ~30% and improving release predictability.

Test automationPythonSeleniumAgile
MSc thesisReal-time aggregation engine
RISE · Chalmers · 2015–2016

Automated monitoring & aggregation

Built a system that generates aggregation logic in Python and translates configurations into SQL to process monitoring data in real time on PipelineDB, then evaluated its performance.

PythonSQLReal-timeResearch