Students
Turn your dissertation or module project into something people use.
- +The From MSc to Market playbook
- +Seven MSc projects and what they could become
- +Stories from student founders
Founder of Digital Towns Ltd and TownsConnect, with an MSc in Applied AI. I help students, universities and businesses turn what they learn into ventures that work in the real world.

MSc Applied AI (Teesside University), Higher Diploma in Computing (ATU), Innovation and Enterprise (UCD). Certificates in Immigration Law and EU AI Law from the Law Society of Ireland. Selected for Enterprise Ireland's New Frontiers programme on a scholarship, where alphaEats won first prize. Thought Leader in E-Commerce (All-Ireland Business Foundation). Founder of Digital Towns Ltd and TownsConnect.
Turn your dissertation or module project into something people use.
Bring in a founder who built a venture from his MSc, to show your students it can be done.
Practical AI for real problems, explained in plain words.
How a master's degree becomes a real venture. Five stages, from the problem you meet in a module to a company with customers.
Get the playbook→Find a problem in your modules that people outside the classroom have too.
Build your project on real data and real constraints.
Put it in front of the people it is for and listen.
Form the company and win your first customers.
Grow with AI as your senior team and people where it counts.
“I'm exploring how AI can practically serve local communities and small businesses.”
Seven MSc projects that ended with assessment. Explore what it could take to move each towards a practical business application.
Retrieval raised correct answers from 16% to 94% and cut unsupported claims by 85 to 90%. Dense retrieval performed best.
An assistant that answers "who has this in stock near me, and at what price?" across a group of local shops.
The model caught 80% of stroke cases overall, but not equally: 82.76% in female patients and 76.19% in male patients, a gap that counts as bias.
Fairness checks for organisations that use AI to make decisions about people, in health, lending or hiring.
Logistic regression caught 76% of heart attack cases (AUC 0.88). XGBoost scored 94.56% accuracy but missed more cases.
Screening tools where catching every case matters more than overall accuracy, in health, lending or insurance.
Connecting business challenges with student talent, university knowledge and entrepreneurial ideas. A human confirms every introduction.
We have till data but no reporting. Can someone help us see which products sell each week?
MSc student. I built a Power BI dashboard on supermarket till data for a module.
A platform we are building to connect businesses, professionals, students, graduates, universities and local communities. Its core theme is “I need / I can help”. Starting in Tees Valley.
A food ordering platform. Selected for Enterprise Ireland's New Frontiers programme on a scholarship, where alphaEats won first prize. It has helped generate over €1M in client revenue.
Pakistan, Ireland, the UK. Each venture started with a local problem and a small team.
See all ventures →For universities, enterprise weeks, founder events and business groups. Every talk is shaped around your audience.
How a master's degree becomes a real venture, stage by stage.
Where AI agents can carry research, operations and marketing, and where people still matter most.
Plain ways to put AI to work on the tasks that take up your week.
Students who turned what they learnt into a real venture. Know someone? Nominate them.
Did you build a venture from your coursework? We want to hear about it.
Did you build a venture from your coursework? We want to hear about it.
Did you build a venture from your coursework? We want to hear about it.
Join the newsletter and the playbook comes to your inbox first. Notes from building a company with AI, in plain words.