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Explore how AI is transforming different roles. See which tasks can be automated and which remain uniquely human. Inspired by public replaceability research.
Run the numbers with our AI ROI Calculator — the same model we use internally. No email gate.
Job Directory
Browse 40 roles with AI risk scores & salary data
Replacement Stories
Real-world AI automation case studies
Illustrative examples showing how AI affects different role types. Scores are estimates based on publicly available research, not outputs from a proprietary engine.
AI Can Automate
Document processing, form filling, data validation
Stays Human
Exception handling, quality auditing
AI Can Automate
FAQ responses, ticket routing, status updates
Stays Human
Complex complaints, emotional support, escalations
AI Can Automate
First drafts, SEO content, product descriptions
Stays Human
Brand voice, opinion pieces, investigative journalism
AI Can Automate
Data aggregation, report generation, trend analysis
Stays Human
Strategic recommendations, stakeholder communication
AI Can Automate
Boilerplate code, unit tests, documentation
Stays Human
Architecture decisions, complex debugging, code review