The quick read
- Reported use, perceived time savings and completed scientific discoveries are different outcomes.
- Inspect the methodology, population and definitions behind each comparison.
What the update includes
Google’s September 15 AI & Economy ATLAS update adds an interactive data experience and discusses research on scientists’ AI use with Google DeepMind and MIT FutureTech. The research includes a survey of more than 600 scientists in the United States and United Kingdom, alongside analysis of specialised models.
What the measures mean
Reported use, perceived time savings and completed scientific discoveries are different outcomes. A survey can illuminate experiences within its sample without establishing a causal productivity effect for every occupation or country. More generated hypotheses may also increase the work awaiting physical testing.
How to read the atlas
Inspect the methodology, population and definitions behind each comparison. Avoid interpreting a share of observed AI activity as the share of all workers who use AI. The most useful questions connect adoption patterns with specific tasks, validation effort and eventual results.
Sources & notes
AI-assisted editorial content checked against the linked sources.
blog.google — official reference
Sources reviewed for the September 2026 launch edition.