Practitioner research · AI governance · Product security · Regulated industries
4iGov is founded by a practitioner and researcher working at the intersection of AI governance, product security, and financial services regulation. The two disciplines are examined together because the accountability gap that governance frameworks describe and the risk acceptance gap that product security practitioners live with are structurally the same problem.
Over 15 years across global financial institutions and SaaS environments, spanning business analysis, product delivery, and IT risk governance. The work has consistently sat at the boundary between what engineering teams build and what regulators expect to find, a boundary that is becoming harder to navigate as AI systems move into consequential decisions.
Doctoral research currently underway in Finland, focused on how AI governance can be operationalised inside product organisations, particularly where the behaviour of AI agents does not fit neatly into existing compliance models.
The research is pragmatic. The questions it asks are ones that practitioners are already living with: why does risk acceptance governance break down in product organisations, how does regulatory accountability get operationalised inside a product function, and what structural conditions separate defensible risk management from compliance theatre.
This is early-stage work, and the most useful input comes from practitioners working through the same problems. If you are a product manager, risk officer, solution architect, or governance lead in a regulated organisation and something in the writing resonates or looks wrong, the email is open.