OpenAI launched Signals, a research platform that tracks real-world adoption patterns of ChatGPT across consumer and enterprise markets. The platform provides aggregated usage data while maintaining user privacy through anonymization techniques.

Signals offers two primary data streams: consumer adoption metrics showing global ChatGPT usage patterns, geographic distribution, and work versus non-work applications, plus enterprise data revealing how businesses integrate AI into workflows and operations.

The platform's initial reports reveal significant adoption trends. Consumer usage broadened in early 2026, with growth among users over 35 and those with typically feminine names, according to Q1 data. Enterprise adoption shows "frontier firms" pulling ahead through deeper AI integration and more delegated workflows.

Key findings from Signals research

OpenAI's research through Signals has produced several notable insights:

  • Main Street entrepreneurs increasingly use ChatGPT for business operations
  • Americans leverage ChatGPT to research wage information and close pay gaps
  • Indian users represent a significant portion of global ChatGPT adoption
  • Enterprise AI adoption varies dramatically between early adopters and laggards

The company released multiple reports through Signals, including studies on workforce transitions, entrepreneurship patterns, and international usage variations. The "AI jobs transition framework" maps AI's near-term impact on employment, while the "capability overhang" report addresses gaps between AI tool capabilities and actual user adoption.

Signals represents OpenAI's effort to provide empirical data on AI adoption rather than relying on surveys or projections. The platform aggregates usage patterns from ChatGPT's user base while stripping personally identifiable information.

The research initiative comes as policymakers and businesses seek concrete data on AI's real-world impact. OpenAI positions Signals as a resource for decision-makers navigating AI adoption and workforce planning.

OpenAI plans to continue publishing quarterly updates through Signals, tracking how AI usage evolves across different demographics and use cases. The platform will expand its research scope to include additional AI tools and market segments.