Alphabet is discussing with Marvell the creation of two AI inference chips.

Alphabet and Marvell – a new step toward faster AI chips

Alphabet (Google) has opened negotiations with Marvell to create specialized microchips that will help run artificial intelligence models faster and more cost‑effectively. As part of the collaboration, two types of chips are planned for development:

| Type | Purpose | Memory Module | Accelerated data transfer between system components | Updated TPU | Tensor processor Google optimized for interactive applications |
|------|---------|---------------|-----------------------------------------------------|-------------|----------------------------------------------------------------|

These chips will work together: one will provide high computational power, the other – a fast information flow. This approach is critically important for search engines and AI services because it reduces response time and infrastructure costs.

> TheInformation notes that moving from neural network training to practical use will become more efficient thanks to distributed architecture. Alphabet plans to finish designing the memory processing block next year and bring it into pilot production.

Competitive environment
The described efforts are not unique:

- Nvidia has already introduced a chip aimed at similar AI tasks.
- Other market players are developing their own solutions for their needs.
- Google is gradually diversifying partners to reduce dependence on Broadcom, which charges per chip produced. The company previously worked with MediaTek; now Marvell is considered a key player thanks to its experience in memory manufacturing and AI tools.

How the new partnership will work
Under the existing agreement, Google owns the TPU architecture and software stack, while Broadcom turns developments into production‑ready chips manufactured at TSMC fabs. In talks with Marvell it is assumed that the latter will take on design services, using its expertise in high‑speed interconnects to optimize cost and performance.

A complete break from Broadcom is not planned: Alphabet and Broadcom recently signed an agreement to continue cooperation until 2031. This confirms a gradual, rather than abrupt, shift in procurement strategy.

Investment view
Against the backdrop of technological changes investors remain optimistic about Alphabet:

- 26 of 31 analysts give a *Buy* rating.
- The average target price is $385.97, implying a share rise of almost 13 % from current levels.

Thus, the market sees Alphabet’s ability to manage costs effectively and strengthen its position in the race for AI leadership.