OpenAI, Anthropic, and other leading AI labs are now offering startups token credits and special promotions in a bid to secure lasting streams of enterprise revenue, according to the Wall Street Journal. The pitched battle for business users comes as these AI companies seek to convert experimental usage into stable, recurring income.
The strategy marks a departure from earlier wholesale pricing models, as firms compete to embed their AI assistants deeply into startup workflows. By providing initial credits, the labs aim to lock in enterprise contracts and expand their market share among emerging businesses.
Hans Ibarra, a founder building on these platforms, experienced the shift directly. Such incentives lower the barrier for startups to test and adopt advanced AI tools, potentially displacing incumbents in cloud-based AI services. However, the cost of these credits is often recouped through long-term subscriptions.
The promotions could reshape the competitive landscape among AI providers, but risks remain. Startups may churn once credits expire, especially if a rival lab offers more attractive terms. The approach also pressures smaller AI labs that cannot afford to subsidize usage at scale.
Counter-argument: Some analysts argue that token credits may attract price-sensitive users who will not convert to paid customers, undermining long-term revenue goals.