OpenAI and Anthropic Shift to Corporate Consulting Services for Enterprise Clients
Reliability issues with AI agents are driving OpenAI and Anthropic to offer direct corporate consulting services. Companies are establishing close collaborations with these giants for customized solutions rather than off-the-shelf models.

Strategic Transformation at AI Giants: From Off-the-Shelf Model Sales to Corporate Consulting
The artificial intelligence sector is experiencing a significant strategic shift. Leading AI companies OpenAI and Anthropic are moving beyond offering publicly available off-the-shelf models and beginning to provide direct consulting services to enterprise clients. This transformation is driven by challenges in reliably deploying AI agents within complex business processes and corporations' need for customized solutions.
The Reliability Problem and Need for Customized Solutions
As companies seek to integrate AI agents into their operational processes, the limitations of ready-made models become more apparent. Each corporation has unique data structures, business processes, and security requirements. OpenAI and Anthropic are responding to this need by now acting not just as technology vendors, but also as consultants and implementers. Working in close collaboration with their clients, they design and implement AI solutions directly aligned with business objectives.
OpenAI's Integrated Approach: GPT-5 and O Series Combination
According to information obtained from web sources, OpenAI's roadmap anticipates a significant integration. The company is adopting an approach that combines its O series models with long chain-of-thought capabilities and the traditional GPT series. GPT-5 is planned to be launched as a system integrating many of the company's technologies, including o3. This move suggests that pure GPT development lines may be coming to an end.
OpenAI's integrated approach forms the foundation of its corporate consulting services. Clients can obtain the advantages of different model series within a single, cohesive system. Particularly, the o3 model, while not yet achieving full autonomy, assists researchers with data processing, model design, and code generation through a form of self-iteration, demonstrating the sophisticated capabilities now being tailored for enterprise environments.


