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Meta preps rack-scale ASICs with expectations of beating NVIDIA's next-gen Rubin AI GPUs

Meta's in-house MTIA chip will launch in Q4 2025: designed by Broadcom, rumored to exceed the specifications of NVIDIA's new Rubin AI GPU.

Meta preps rack-scale ASICs with expectations of beating NVIDIA's next-gen Rubin AI GPUs
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Gaming Editor
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TL;DR: Meta is set to launch its proprietary MTIA AI ASIC in 2026, aiming to surpass NVIDIA's next-gen Rubin AI GPU in performance and computing density. This large-scale deployment challenges NVIDIA's market dominance as cloud providers like Google and AWS also expand in-house ASIC production, signaling a major shift in AI server hardware.

Meta's first foray into a full-fledged ASIC is coming according to new reports, where it will reportedly compete (and beat) the specifications of NVIDIA's next-gen Rubin AI GPU.

In a new research report by Nomura Securities analyst Anne Lee and her team picked up by insider @Jukanrosleve on X, we're hearing that Meta's ambitions in the AI server business are "rapidly escalating". Meta's new proprietary ASIC server project codenamed MTIA, is expected to hit a significant breakthrough in 2026, where it has the potential to challenge NVIDIA's long-standing market dominance.

Meta is reportedly gearing up to debut with millions of high-performance AI ASICs (1 million to 1.5 million units) between late 2025 and 2026, with cloud service providers like Google and AWS also boosting the deployment of their in-house ASICs.

NVIDIA currently dominates with over 80% of the AI server market, with ASIC AI servers accounting for only 8-11% of the server market, but there are some big changes on teh way. Google's in-house TPU shipments are projected to hit 1.5 million to 2 million units, while Amazon's in-house AWS Trainium 2 ASICs to reach 1.4 million to 1.5 million units, up against the 5-6 million from NVIDIA's vast AI GPU supply.

Once we have Meta kicking off its large-scale deployment of in-house ASIC solutions in 2026, and Microsoft in 2027, we are to expect total ASIC shipments to surpass NVIDIA AI GPU shipments sometime in 2026.

Meta's new in-house MTIA T-V1.5 is expected in mid-2026 with "further upgrades" with the chip area doubling, and exceeding the specifications of NVIDIA's next-generation Rubin AI GPU, and its computing density will "directly approach" NVIDIA's current-gen GB200 system. The next-gen MTIA T-V2 is expected in 2027, bringing larger-scale CoWoS advanced packaging, and higher-power (170KW) rack designs.

Gaming Editor

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Anthony joined TweakTown in 2010 and has since reviewed 100s of tech products. Anthony is a long time PC enthusiast with a passion of hate for games built around consoles. FPS gaming since the pre-Quake days, where you were insulted if you used a mouse to aim, he has been addicted to gaming and hardware ever since. Working in IT retail for 10 years gave him great experience with custom-built PCs. His addiction to GPU tech is unwavering and has recently taken a keen interest in artificial intelligence (AI) hardware.

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