OpenAI launches B2B Signals to track enterprise AI adoption
OpenAI has launched B2B Signals, a regular assessment of AI integration in businesses, utilizing privacy-conscious, aggregated data from the use of its products. The initial report indicates that top-tier companies—those in the 95th percentile of usage—now leverage 3.5 times more intelligence per employee compared to average firms, an increase from 2 times last year. While message volume accounts for only 36% of this advantage, the majority stems from more sophisticated AI applications. Agentic workflows are emerging as a distinguishing feature, with these leading firms sending 16 times more Codex messages per employee. Cisco employs Codex to enhance complex software tasks, cutting build times by around 20%, saving over 1,500 engineering hours monthly, and boosting defect resolution by 10-15 times. Travelers Insurance has developed an AI Claim Assistant with OpenAI to assist customers through the initial loss notification, anticipated to manage about 100,000 calls in its inaugural year. The report highlights that AI is most extensively utilized in writing and communication, although specialized applications are on the rise in IT, software development, data science, and finance. Organizations can advance toward the frontier by assessing depth, establishing governance for production, investing in enablement, scaling successful initiatives, and transitioning from chat-based support to agent-led tasks.
Key facts
- Frontier firms use 3.5x as much intelligence per worker as typical firms, up from 2x in April 2025.
- Message volume explains only 36% of the frontier advantage; most comes from deeper usage.
- Frontier firms send 16x as many Codex messages per worker as typical firms.
- Cisco reduced build times by 20%, saved 1,500+ engineering hours per month, and increased defect-resolution throughput by 10-15x using Codex.
- Travelers Insurance expects its AI Claim Assistant to handle approximately 100,000 first notice of loss calls in its first year.
- B2B Signals is a business extension of OpenAI Signals, based on de-identified, aggregated enterprise usage data.
- The report was published on May 4, 2026.
Entities
Institutions
- OpenAI
- Cisco
- Travelers Insurance