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AI Automates 50% of Cognitive Labor

AI performs at least half of all paid cognitive work at human or better quality.

Evidence:metaculushuggingfacearxiv Source refresh pending
44.9%progress
Median Predicted Year
2033
P10: 2029 · P90: 2040
Time to Median Prediction
Syncing countdown…
Progress Index Over Time
Proprietary progress score
Prediction Range
P10 / Median / P90 estimates
expertmarketmodel
Why It Moved — Recent Events
23 days laterAug 20

Hourly data refresh: Frontier HLE benchmark at 56.1%.

Automated data refresh
30 days soonerAug 20

Hourly data refresh: 59754 new papers in last 30 days.

Automated data refresh
24 days laterAug 20

Hourly data refresh:

Automated data refresh
26 days soonerJul 30

Hourly data refresh: 58994 new papers in last 30 days.

Automated data refresh
Accelerators & Bottlenecks
What speeds it up
Agentic AI systems
Enterprise adoption
What slows it down
Trust and liability
Regulatory restrictions

Forecast methodology: Progress % and predicted years are computed by our proprietary algorithm combining real-money prediction markets (Polymarket, Kalshi), expert forecasts weighted by Brier score accuracy, and hard data trend extrapolation using S-curves fitted to clinical trial progression (ClinicalTrials.gov), AI benchmark scores (HuggingFace), publication velocity (arXiv), and drug approvals (openFDA). P10/P50/P90 represent optimistic, median, and pessimistic scenarios. Updated hourly.