OpenAI COO says ‘we have not yet really seen AI penetrate enterprise business processes’

OpenAI COO Brad Lightcap delivered a candid assessment at the India AI Impact Summit, stating that despite powerful AI systems for individual use, 'we have not yet really seen enterprise AI penetrate enterprise business process.' He highlighted the gap between consumer-facing tools like ChatGPT and the complex, multi-system, team-based workflows of large organizations. This reality check is the driving force behind OpenAI's new enterprise platform, Frontier, which aims to build and manage AI agents that can navigate this complexity. OpenAI is also forming key partnerships with major consultancies like Boston Consulting Group, McKinsey, and Accenture to deploy its technology at scale, acknowledging that enterprise integration requires more than just software.

Lightcap outlined that OpenAI will measure Frontier's success based on 'business outcomes, not on seat licenses,' signaling a shift towards value-based pricing. The company, which itself is a massive Slack user, recognizes that replacing traditional SaaS is not the immediate goal. Instead, Frontier is an experimental platform to learn how AI can integrate into messy business areas. Concurrently, OpenAI is focusing on India, its second-largest user base with over 100 million weekly ChatGPT users, noting the importance of voice models for accessibility in low-bandwidth environments. Despite ending 2025 with over $20 billion in annualized revenue, Lightcap admitted enterprise adoption in Asia, and globally, still has significant room for growth.