AI Work Shift Index
Track how AI is changing jobs, workflows, org charts, and enterprise adoption.
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AI impact on jobs: key workforce stats
A quick read on the AI job market, including global exposure, automation pressure, and the scale of AI layoffs reshaping the future of work.
Explore Key Themes
AI layoffs tracker
Coverage-led tracking for layoffs, workforce cuts, and restructures justified by AI efficiency.
EvergreenJobs most at risk from AI
Role exposure pages focused on task compression, automation pressure, and the moves that still compound.
EvergreenJobs safest from AI
Roles where trust, physical context, and cross-functional judgment remain hard to remove.
Layoff events over time
Monthly workers affected by AI-related layoffs
Top companies by layoff size
Workers affected, AI-attributed events highlighted
Layoffs by sector
Distribution of affected workers across industries
Role risk scores
AI exposure by occupation, 0-100 scale
Skills in decline vs. growth
Percentage of task demand shifting
Jobs at risk from AI by role and task
Compare exposure scores, vulnerable tasks, salaries, and adaptation paths to see what jobs AI will replace first and which roles still have stronger defensibility.
Explore every tracked layoff event
The dedicated AI layoffs tracker contains the searchable event database, source links, company details, and weekly updates without duplicating the full dataset on this overview.
Key insights
What the data tells us about the trajectory of AI-driven workforce change.
The acceleration is real
Cognizant estimates 93% of jobs will be impacted by AI — a milestone originally projected for 2032, now accelerated by 6 years. The pace of change is not linear; it is compounding.
Reshaping, not just replacing
JobForesight's median AI exposure score is 45/100. Most jobs are being reshaped at the task level rather than eliminated outright. The key variable is how fast workers can adapt their skill mix.
The $4.5 trillion question
Cognizant estimates $4.5 trillion in U.S. labor productivity is now handleable by AI — the same milestone originally projected for 2032.
Global exposure
Goldman Sachs estimates 300 million jobs globally are exposed to some degree of AI automation.
Latest Signals
A continuous feed of the latest structural shifts, role exposures, and adaptation tools.
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Best AI Tools for Students in 2026
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Claude Code Subagents: How to Set Up and Use Them
Give Claude Code isolated helpers that keep your context window clean and your long sessions from falling apart.
Meta Superintelligence Labs Ships Muse Code to Take On Claude Code and Codex
The company's first dedicated coding agent bets on parallel sub-agents and a cost pitch, entering a market Anthropic already dominates.
Base44
Base44 is strongest for solo builders and small teams shipping a working MVP or internal tool fast. It is less ideal for teams needing deep customization, enterprise-grade permissions, or complex workflow automation. It is worth considering if you want a working prototype without assembling separate hosting, auth, and database providers yourself.
PopAi
PopAi is strongest for students and individuals who need a quick first-draft presentation from a document or topic. It is less ideal for teams that need brand consistency, structured templates, or enterprise-grade collaboration. It is worth considering if you regularly turn PDFs or reports into slides and are willing to review the output before presenting.
The AI brief for people adapting to changes in work
Join readers tracking AI news, workflow shifts, and practical tools they can use to adapt faster.