Finance and office work
Ledger-heavy, template-rich, rules-based work is being re-priced the fastest. That makes accounting-adjacent roles a major search and monetization cluster.
Threat scanner
Search a role and inspect the pressure points.
Featured reports
Start with the jobs drawing the most anxiety.
Marketing
Copywriter
Copywriter ranks at a 88% AI disruption risk in our current model, placing it in the very high band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Very high exposureRead report
Finance
Accountant
Accountant ranks at a 78% AI disruption risk in our current model, placing it in the high band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
High exposureRead report
Healthcare
Radiologist
Radiologist ranks at a 84% AI disruption risk in our current model, placing it in the high band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
High exposureRead report
Technology
Software Engineer
Software Engineer ranks at a 54% AI disruption risk in our current model, placing it in the medium band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Medium exposureRead report
What the site does differently
- It is AI-specific, not a recycled robotics score from 2013.
- Each page turns threat into action with role-specific next steps.
- The architecture is built for daily publishing, internal linking, RSS, and newsletter capture.
- The tone is urgent enough to matter, but grounded enough to trust.
Industry pressure map
Where the pressure is clustering.
Healthcare diagnostics
Healthcare is not immune, but risk varies sharply by task. Documentation and image interpretation move faster than bedside trust and manual care.
Logistics and operations
Routing, dispatch, visibility, and warehouse coordination are becoming more machine-assisted, even when fully autonomous execution remains incomplete.
Method
A task-first score, not a headline-first guess.
Each role is evaluated through the lens of task structure, AI capability, accountability burden, and human trust. The score asks how much of the job can be compressed before a person becomes indispensable again.
Task repeatability and template density
Current AI capability across language, vision, and prediction
Regulatory friction and accountability requirements
Human trust, physical presence, and exception handling
1 year
1 year outlook
Copilots become default workflow layers. Employers expect the same team to move faster with fewer handoffs.
3 years
3 years outlook
Routine execution consolidates. Roles split between low-margin throughput and high-value oversight.
5 years
5 years outlook
Pure execution careers lose leverage. System owners, trusted advisors, and exception-handlers keep pricing power.
Daily reports
Fresh pages ready for RSS, social, and syndication.
Finance
Jul 20, 2026Will AI Take Mortgage Broker Jobs?
Mortgage Broker ranks at a 74% AI disruption risk in our current model, placing it in the high band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Finance
Jul 19, 2026Will AI Take Investment Banker Jobs?
Investment Banker ranks at a 63% AI disruption risk in our current model, placing it in the medium band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Legal
Jul 18, 2026Will AI Take Patent Attorney Jobs?
Patent Attorney ranks at a 39% AI disruption risk in our current model, placing it in the low band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Legal
Jul 17, 2026Will AI Take Compliance Officer Jobs?
Compliance Officer ranks at a 58% AI disruption risk in our current model, placing it in the medium band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Logistics
Jul 16, 2026Will AI Take Dispatcher Jobs?
Dispatcher ranks at a 72% AI disruption risk in our current model, placing it in the high band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.
Legal
Jul 15, 2026Will AI Take Court Reporter Jobs?
Court Reporter ranks at a 94% AI disruption risk in our current model, placing it in the very high band. That does not mean the entire profession disappears, but it does mean the most repeatable portions of the role are already being absorbed by software, copilots, and workflow automation. The career path gets stronger when practitioners shift toward judgment, client trust, exception handling, and AI supervision rather than raw execution alone.