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A body of work · 2014–now

The systems changed. The analytical foundation did not.

This is not a list ordered by when I published each page. It follows the work itself: products informed by behaviour, analytics used to improve operations, governed data platforms, and autonomous systems that depend on trustworthy context and feedback.

ProductsAnalyticsGovernanceData platformsAI automationCompany OS
01

2014–2016

Products and early foundations

Native mobile and full-stack products taught me to connect engineering with users, commercial constraints, and behavioural data from the beginning.

TUVA — From Swift Prototype to 10,000 Users

venture
Founded and built a neighborhood-safety product with native Swift and Java apps, real-time reporting, maps, notifications, and product analytics. Reached 10,000 users within three weeks.

Early Digital Ticketing Platform with Django

historical
An early Django product for creating events and selling digital tickets, designed to keep administration and purchasing simple for small organisers.

Food-Waste Marketplace MVP with Django

historical
An early full-stack marketplace connecting consumers with surplus food from local restaurants and grocery stores, built as a focused Django and Bootstrap MVP.
02

2017–2023

Data becomes decision infrastructure

Power BI, SQL, ServiceNow, product analytics, and customer research moved data from retrospective reporting into operational and investment decisions.

From SLA Reporting to Proactive IT Operations

historical
A Power BI and SQL analytics layer for finding patterns in ServiceNow data and turning SLA reporting into operational improvement.

Data-Informed B2B Platform Strategy Across 35 Markets

historical
Combined product analytics, survey evidence, and direct customer research to guide investment decisions for an enterprise B2B platform used across 35 markets.
03

2023–2026

Dashboards become governed platforms

I expanded from BI delivery into ingestion, governance, machine learning, natural-language interfaces, and reusable data products operated in production.

Enterprise ML & Data Platform — 100 Jobs, 631 Tables, NLP at Scale

production
End-to-end data and ML platform for a global manufacturing company. 100 Databricks jobs, 631 Unity Catalog tables, support intelligence across 1.46M cases, production churn models, demand forecasting, and a 17-page Streamlit dashboard — built and operated solo over three years.

End-to-End Analytics Platform — Databricks, Streamlit & GPT-4o

production
Full-stack data intelligence system for a global manufacturer. Medallion architecture on Databricks, AI-powered natural language querying, z-score anomaly detection, and 10 production dashboards covering 14 markets — shipped in 12 weeks.

Conversational Analytics Prototype - Beyond Dashboards

prototype
Interactive prototype demonstrating the future of data analytics: natural language queries, proactive insights, and zero-training data exploration. Built to show what comes after traditional dashboards.
04

2023–now

AI moves from assistant to operating system

Experiments with connected development and workflow automation evolved into production agents, shared context, governed tools, and the Company OS behind The Unnamed Roads.

MCP-Connected Development Workflow for Data-Informed Prototyping

prototype
Connected Claude to analytics, research, strategy, and design context through MCP to build React prototypes inside the development environment.

How I Built an AI Feedback Agent That Replaces Traditional Surveys – Using n8n and GPT-4

prototype
Transform feedback collection from tedious surveys into intelligent conversations. Learn how I built an AI-powered feedback agent with n8n that asks follow-up questions, detects language automatically, and extracts structured insights – all while saving thousands on survey platforms.

Slack-to-Site Publishing Pipeline in Under 30 Seconds

production
A production workflow connecting Slack, n8n, GitHub, and Netlify to turn a structured message into a deployed article in under 30 seconds.

Agentic Data Organisation with Claude

production
Design and implementation of an agentic data organisation with Claude coordinating analytics, data platform, pipelines, governance, and data quality.

The Unnamed Roads: Production-Grade Agentic Platform on ~€35/month

production
A self-funded, solo-operated agentic engineering platform — LangGraph 24/7 orchestration, 5 specialized agents, LiteLLM routing across 8 models, MCPJungle gateway, pgvector memory, Langfuse observability, and a scraper fleet powering 10+ live projects. All running on ~€35/month.
05

Along the way

Community and practical delivery

Smaller projects matter too: they show the ability to scope a real need, choose an appropriate level of technology, and ship something people can use.

Building a Simple Website for Finnboda Hamnplan Housing Association

community
A quick look at creating a straightforward website solution for our local housing association using modern web technologies.

Current chapter

Company OS brings the journey together.

Product intent, operational controls, governed data, automation, and measured outcomes become one coordination layer for The Unnamed Roads.

Read the thesis →