AI & Work
AI & Career Risk
How exposed is your job to the machine?
AI & Work
How exposed is your job to the machine?
Sample Score
73
Moderate-High Risk
Software Developer
This score reflects how much of the work a software developer does can already be handled — or will soon be handled — by current AI systems. It's not about whether the job disappears overnight. It's about how fast the ground is shifting.
Methodology
We score 1,200+ occupations against current AI capabilities — from language models to computer vision to robotics.
Real job market data, not speculation. Sourced from labor statistics, automation research, and actual AI deployment reports.
Updated as new AI models are released. When capabilities change, the scores change with them.
Risk Breakdown
Safe for now. Your work requires physical presence, unpredictable creativity, or deep human connection.
Some tasks automatable. The core of your role is safe, but peripheral duties will shift.
Significant exposure. AI can already do meaningful portions of this work. Adaptation needed.
Most tasks in this role can be performed by current or near-term AI. Career pivot recommended.
Higher Risk
Lower Risk
The Bigger Picture
In the Vedic yuga system, the Ascending Dvapara is the age of energy and discovery — humanity rediscovering forces it once understood. AI is part of this awakening.
The question isn't whether AI will change work — it's whether we'll use this transition wisely.
Every great cycle brings disruption before integration. The pattern has played out before, across civilizations and millennia. We're watching it happen again — this time with silicon instead of stone.