Why OpenAI and Anthropic Are Targeting the Enterprise AI Market

Anthropic, the maker of the Claude family of models, has announced a similar enterprise AI services venture backed by Blackstone, Hellman & Friedman and Goldman Sachs. The new firm will focus particularly on mid-sized companies that lack in-house AI talent but want to integrate AI into functions such as customer service, finance, analytics and operations. Anthropic said demand for Claude inside enterprises was “significantly outpacing” traditional delivery models.

The moves also underline a growing reality in the AI industry: building powerful models is no longer enough. The bigger challenge, and perhaps the larger revenue opportunity, lies in implementation.

Why enterprise AI is becoming the next battleground

Companies across sectors have experimented with generative AI pilots. But many deployments have stalled because businesses often lack the engineering expertise to integrate AI tools into old software stacks, fragmented databases and tightly regulated workflows. OpenAI and Anthropic are now trying to solve that bottleneck directly by supplying engineers, consultants and customised deployment teams.

Industry observers say the companies are effectively borrowing a playbook long used by firms such as Palantir Technologies, where forward deployed engineers work closely with clients to tailor software to real-world operational needs. The strategy could also help AI labs lock customers deeper into their ecosystems at a time when model competition is intensifying and switching costs remain low.

The enterprise push also reflects the enormous financial pressure on frontier AI companies. Training and running advanced AI models requires vast amounts of computing power and capital. OpenAI, Anthropic and rivals are therefore searching for more stable and recurring enterprise revenues rather than relying solely on subscription products or API access.

OpenAI has in recent months expanded partnerships with consulting giants such as McKinsey, BCG, Accenture and Capgemini through its ‘Frontier Alliance’ programme aimed at accelerating enterprise AI adoption. Anthropic, meanwhile, has been deepening partnerships with enterprises and infrastructure providers globally, including NEC in Japan and major cloud providers.

A fresh challenge for India’s IT services industry

The developments are also being watched closely in India, where the country’s $280-billion IT services sector could face a new kind of competitive threat.

For decades, Indian IT majors such as Tata Consultancy Services, Infosys and Wipro built businesses around managing software deployments, outsourcing and enterprise transformation projects for global clients. But OpenAI and Anthropic are now attempting to move directly into that implementation layer themselves — combining cutting-edge AI models with consulting-style deployment services.

Analysts say that could squeeze traditional IT vendors from both ends. AI systems could automate portions of coding, support and maintenance work, while the AI labs themselves increasingly capture the higher-value consulting and workflow redesign opportunities. 

Indian IT firms still retain strengths in scale, client relationships and execution, but the emergence of AI-native enterprise service providers could force the sector to rapidly reinvent itself around AI integration, domain expertise and platform partnerships.