How will OpenAI win any of their three fronts?

In my view OpenAI is competing on three fronts: infrastructure and cloud services, business solutions, and mass consumer adoption.

Infrastructure and cloud services

Even setting aside the cost and limited availability of chips, providing cloud services still requires an immense amount of capital. Building data centers is slow, expensive, and complex. All real-world construction projects go over time and over budget.

Amazon, Google, and Microsoft are far ahead here. They have spent decades building global infrastructure and have existing enterprise relationships that OpenAI’s Stargate project, however ambitious, cannot close in a meaningful timeframe.

Business solutions

Enterprises require specific and reliable solutions to meet their complex needs. OpenAI’s products are generic and unreliable as non-deterministic horizontal tools. It will almost always be easier to deploy a specific solution that is fit for purpose versus customizing a generic platform to achieve a specific job-to-be-done reliably. This is also why specific user interfaces will remain superior to a generic chat interface for many applications.

Anthropic’s Claude Code has found real traction precisely because it is a purpose-built tool for a specific, high-value workflow, not because Anthropic built a better generic chatbot. The SaaS companies that know their own customers and markets the best will continue to win the same way: by integrating AI into existing, known workflows and purpose-designed user interfaces rather than asking users to adapt to a generic tool.

Consumer adoption

Mass consumer adoption is driven by platform control and brand. Google, Apple, Microsoft, and Meta control the operating systems, browsers, and social networks. They have strong brands with consumers and established distribution channels. Google was always going to put Gemini in Chrome and kill all other “AI browsers.”

OpenAI controls no operating system, browser, or social network. Public sentiment on their brand is getting worse over time, not better, as they sacrifice their long term brand for short term revenue (e.g. department of war contract; ads in ChatGPT).

While OpenAI has the most recognized AI brand in the world, for now, brand recognition without platform control, without enterprise specificity, and without a path to revenue that doesn’t erode the brand itself is not a durable competitive advantage.