Look at career families

Technology, health, business, design, finance, law, education and skilled trades all contain multiple realistic paths.

Avoid vague labels

A title like engineer, developer or analyst can hide very different daily work and training requirements.

Build a decision map

Orientation Ai turns choices into a visual path that users can edit and revisit.