Singulariki

Singulariki is a source-backed encyclopedia of work that maps occupations, skills, industries, and the ways jobs may intersect with AI. Designed as a guide to work in an era of changing technology, it helps people explore a role, an industry, or a particular skill or tool. Occupation pages bring together information on tasks, pay, preparation, employment outlook, tools, and AI exposure. Users can also browse job families, career clusters, education and apprenticeship pathways, work activities, and industry profiles, or compare jobs and explore where work is changing.

A central feature is the AI exposure gradient, which measures overlap between job tasks and what today’s AI can attempt. Singulariki emphasizes that this is not a forecast of automation or jobs lost. Its pages draw on public labor data and published research, including O*NET for work and preparation details, Bureau of Labor Statistics data for wages and employment, and the Anthropic Economic Index for patterns of AI use.