Executive Summary
OpenAI has launched B2B Signals, a new research initiative providing insights into enterprise AI adoption based on aggregated usage data. The inaugural report reveals a compounding "AI advantage" for "frontier firms" (the top 5% of users), who are outpacing typical firms not just in volume but in the depth and complexity of their AI usage. These leading organizations are increasingly shifting from simple chat-based assistance to delegating complex, multi-step tasks to agentic AI systems, indicating a new marker of corporate AI maturity.
Key Takeaways
* New Initiative: OpenAI has introduced "B2B Signals," a recurring report series to track how businesses are using AI, based on privacy-preserving, aggregated data from its enterprise products.
* The Widening Gap: "Frontier firms" now use 3.5 times as much intelligence (measured in tokens generated) per worker as typical firms, a gap that has grown from 2x a year ago.
* Depth Over Volume: Simple message volume only explains 36% of this advantage. The majority of the gap comes from deeper usage, where workers assign AI more complex tasks with richer context to generate more substantive outputs.
* Agentic Workflows are a Key Differentiator: The largest usage gap is in advanced tools. Frontier firms send 16 times as many messages to Codex per worker, signaling a significant move towards delegating coding and other multi-step tasks to AI agents.
* Path to Leadership: The report suggests that organizations can advance their AI maturity by measuring depth of use, establishing strong governance, investing in employee enablement, and strategically moving from chat assistance to delegated agentic workflows.
Strategic Importance
This initiative positions OpenAI as a strategic thought leader, using its proprietary data to guide enterprise AI strategy. It moves the industry benchmark from simple adoption metrics (like seat count) to more sophisticated concepts of usage depth and workflow delegation, establishing new standards for AI maturity.