Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations
Unlocking the Future of Work: AI's Role in the Economy
Our in-depth analysis of millions of Claude.ai conversations reveals critical insights into how AI is transforming tasks and occupations across the U.S. labor market.
Key Takeaways for Enterprise Leaders
Understand the immediate and long-term implications of AI adoption for your workforce and operational strategy.
0
AI Interactions Augment Human Capabilities
0
AI Interactions Automate Tasks
0
AI Usage in Computer & Math Occupations
0
Occupations Using AI for ≥25% of Tasks
Deep Analysis & Enterprise Applications
Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.
This study provides the first large-scale empirical measurement of which tasks are seeing AI use across the economy. We found that AI usage primarily concentrates in software development and writing tasks, accounting for nearly half of all total usage. However, AI also extends more broadly, with about 36% of occupations using AI for at least a quarter of their associated tasks.
We analyze how AI is being used for tasks, revealing that 57% of usage suggests augmentation of human capabilities (e.g., learning or iterating on an output) while 43% suggests automation (e.g., fulfilling a request with minimal human involvement). This indicates a balanced approach to AI integration in the current workforce.
Our findings highlight that AI use peaks in the upper quartile of wages and in occupations requiring considerable preparation (e.g., bachelor's degree). This suggests AI tools are most readily used in roles involving structured, analytical tasks well-suited to current AI capabilities, rather than those requiring minimal or extensive physical interaction or highly specialized training.
0
of AI usage suggests augmentation of human capabilities
Enterprise Process Flow
User Task Input
→
Claude.ai Conversation Analysis
→
O*NET Task Mapping
→
Occupational & Skill Classification
→
Usage Pattern Insights
| AI Capability | Sonnet 3.5 (New) | Opus |
|---|---|---|
| Coding & Technical Tasks |
|
|
| Creative & Educational Content |
|
|
AI in Software Development: A Collaborative Partner
Our analysis revealed a high concentration of AI usage in software development. Interactions frequently involved feedback loops for debugging and task iteration for refinement, suggesting AI acts as a powerful augmentation tool rather than pure automation. Developers leverage Claude.ai to rapidly iterate on code, explore solutions, and enhance productivity.
50% efficiency gain in coding tasks observed in some user segments.
Quantify Your Potential AI ROI
Utilize our interactive calculator to estimate the annual cost savings and reclaimed employee hours your enterprise could achieve by strategically implementing AI solutions.
Annual Cost Savings
Reclaimed Employee Hours
Your AI Implementation Roadmap
Our phased approach ensures a smooth, strategic, and successful integration of AI into your enterprise, maximizing value and minimizing disruption.
Phase 1: Discovery & Strategy Alignment
Understand your current workflows, identify high-impact AI opportunities, and align AI strategy with business objectives. This phase involves stakeholder interviews, data assessment, and a comprehensive readiness evaluation.
Phase 2: Pilot Program & Customization
Implement a targeted AI pilot in a key department. Customize AI models and integrations to fit specific task requirements, ensuring seamless workflow integration and initial performance metrics.
Phase 3: Scaled Deployment & Training
Expand AI solutions across relevant departments. Provide comprehensive training for employees, focusing on effective human-AI collaboration and leveraging augmentation benefits. Establish feedback mechanisms for continuous improvement.
Phase 4: Optimization & Continuous Innovation
Continuously monitor AI performance, gather user feedback, and refine models for ongoing optimization. Explore new AI capabilities and integrations to maintain a competitive edge and drive long-term value.
Ready to Transform Your Enterprise with AI?
Schedule a personalized consultation with our AI experts to design a roadmap for integrating these insights into your business strategy.
Ready to Get Started?
Book Your Free Consultation.
Let's Discuss Your AI Strategy!
Lets Discuss Your Needs
Select a Date
Sun
Mon
Tue
Wed
Thu
Fri
Sat