Anthropic eyes chip design partnership with MatX startup

Anthropic, the artificial intelligence company, is in talks with MatX, a chip design startup, according to people familiar with the matter. The discussions represent the latest move by the San Francisco-based AI firm to establish greater control over the semiconductor infrastructure that underpins its operations.

The collaboration would give Anthropic access to specialized expertise in chip architecture and design—capabilities seen as critical as AI companies race to develop more efficient processors. Custom chips designed specifically for AI workloads can significantly improve performance while reducing computational costs, a key competitive advantage in the rapidly evolving sector.

Anthhropic has been exploring various strategies to reduce its dependence on third-party chip suppliers, particularly as demand for graphics processing units continues to outpace supply. By developing proprietary chips, the company aims to optimize its models while securing reliable access to the hardware infrastructure essential for training and deploying large language models.

The potential tie-up underscores intensifying efforts among major AI developers to move vertically, controlling more of their supply chains and technology stack. Other leading AI companies have similarly pursued in-house chip development to maintain competitive advantage and operational resilience in an increasingly crowded market.