Compare roles · AI exposure side by side
Mechanical Engineers
Put up to three roles next to each other: the exposure figure, the inputs behind it, the window, what is driving change, and where the work moves. Every figure comes from the same method, so the gap between two scores means something.
Exposure
Window · adoption
until most of the change has landed
Medium-High adoption
In one line
Generative design, AI-accelerated simulation and code assistants are compressing analysis and documentation, pushing engineers toward judgement and integration.
Inputs behind the score · scaled 0–100
Task applicability
52Observed usage
11Official exposure tier
100Labour-market trajectory
n/aPublished adoption rating
55What is driving it
- Generative design in mainstream CAD
- AI-accelerated simulation
- Language models for documentation and code
- Highest official exposure tier
- Pressure for faster product cycles
- Still-modest observed usage
Skills worth building
- Directing generative design and simulation tools
- Engineering judgement and validation
- Scripting and data handling
- Design for manufacture and materials
- Systems thinking and integration
- Professional accountability and communication
Tools in the work now
Where the work moves
Full report
Scores are the CareerGuard Exposure Index v2: the same five inputs and weights for every role, so a gap of ten points means the same thing wherever it appears. How scores are built.