Skiftr focuses on solving workforce redeployment caused by AI and economic downturns. When automation or a downturn reshapes an industry, millions of people are left to figure out what they can do next - and the hardest part is rarely the loss itself, but not knowing where to go. That's the moment Skiftr exists for. We help each person understand the skills they already have, see how those skills translate as the market shifts, and find a direction forward - including paths they'd never have considered on their own. It's a hard problem. A person's experience rarely maps neatly onto a single job title, and demand for skills moves faster than most people can track. We turn messy, real-world career histories into a clear picture of what someone is capable of and where that capability is valued. McKinsey estimates around 12 million job transitions a year in Europe alone. Helping people make those moves with confidence is one of the defining challenges of the coming decade. Underneath is a live model of how skills, roles and the labour market connect, rebuilt continuously