Nvidia is negotiating to invest up to $10 billion into Anthropic's initial public offering, according to Reuters. The deal would value Anthropic at $2 trillion, making it the largest IPO in history. The investment reveals a circular dynamic shaping AI infrastructure. Nvidia would deploy capital into Anthropic, and that money would flow back to Nvidia through chip purchases required to train and run large language models.

This structure reflects how AI startups function in practice. Anthropic burns through billions annually to operate Claude, its flagship large language model. The company needs cutting-edge GPUs to remain competitive with OpenAI and other rivals. Nvidia dominates GPU supply for AI workloads, controlling roughly 80 percent of the market for training chips. An investment round where investor capital cycles back to Nvidia as chip payments benefits both companies. Nvidia secures guaranteed revenue. Anthropic gains access to capital it needs for operations.

The $2 trillion valuation marks extreme valuations in AI. Anthropic was worth $30 billion in its last private funding round in 2024. A $2 trillion IPO valuation represents a roughly 67-fold increase in a matter of months. The valuation assumes explosive growth in AI adoption and revenue generation. Anthropic's business model relies on API access to Claude and enterprise licensing. The company faces competition from OpenAI, which commands higher adoption rates, and open-source models like Meta's Llama, which cost nothing to use.

Nvidia's interest in Anthropic reflects the chipmaker's strategy to embed itself throughout the AI value chain. The company already holds stakes in other AI companies and invested in Anthropic previously. By funding Anthropic's IPO, Nvidia gains several advantages. The investment provides leverage with a major customer. It secures Anthropic's preference for Nvidia chips. It positions Nvidia to capture upside if Anthropic's valuation holds or grows post-IPO.

The deal also helps Anthropic by linking it to Nvidia's market credibility. An investment from the dominant AI chip supplier signals confidence in Anthropic's long-term viability. It provides runway for expansion during an era when AI companies face pressure to grow rapidly and demonstrate clear paths to profitability.

Questions remain about the valuation's sustainability. AI companies have not yet proven durable business models at scale. Revenue from API access exists, but margins are compressed by high inference costs. Enterprise licensing provides recurring revenue but lacks the scale of consumer products. If Anthropic cannot grow revenue fast enough to justify $2 trillion, the IPO could face resistance from public market investors accustomed to more traditional valuation metrics.

The deal also reflects broader market dynamics. Private AI funding has cooled as investors demand clearer paths to profitability. Going public becomes attractive when venture funding dries up. Anthropic's IPO plans suggest the company believes it can command premium valuations now before market sentiment shifts further.

Regulatory scrutiny may emerge around the investment structure. The FTC has raised concerns about Nvidia's market power and whether vertical integration into customer companies raises antitrust issues. An investment that ensures Anthropic purchases primarily from Nvidia could trigger regulatory review.