Side-by-side comparison of AI visibility scores, market position, and capabilities
Transformer-specific ASIC startup raised $500M at $5B valuation in Jan 2026; Sohu chip claims 20x Nvidia H100 inference speed for transformer workloads; fabricated on TSMC 4nm process alongside Apple and Nvidia silicon.
Etched is a semiconductor startup founded in 2022 that is building application-specific integrated circuits (ASICs) optimized exclusively for transformer-based neural network inference. Unlike general-purpose GPUs that must support a broad range of workloads, Etched's Sohu chip is hardwired at the silicon level to execute the transformer architecture — the mathematical backbone of virtually every major AI model including GPT, Gemini, and Claude. By eliminating the flexibility overhead of general-purpose hardware, Etched claims inference speeds up to 20x faster than Nvidia's H100 for transformer workloads, with corresponding reductions in cost per token.\n\nThe Sohu chip is fabricated on TSMC's 4nm process node, the same cutting-edge manufacturing technology used by Apple and Nvidia for their flagship chips. Etched targets large-scale inference deployments — hyperscalers, AI cloud providers, and enterprises running high-volume language model workloads where inference cost is the dominant operational expense. The chip is designed to slot into existing data center infrastructure and provide dramatic efficiency gains for organizations serving billions of AI queries daily.\n\nEtched raised $500M at a $5B valuation in January 2026, a financing round that placed it among the most highly valued AI chip startups globally. The raise reflects investor conviction that transformer inference will remain a dominant workload for years to come and that purpose-built silicon can capture significant market share from Nvidia in this specific segment. Etched is competing in the AI chip market alongside Google's TPUs, Amazon's Trainium/Inferentia, and startups like Groq and Cerebras.
ASML (ASML) reported EUR 28.3B revenue in FY2024, up 3%. Market cap ~$350B. 43,000+ employees. Headquartered in Veldhoven, Netherlands. Founded 1984. Sole supplier of extreme ultraviolet (EUV) lithography machines.
ASML Holding was founded in 1984 as a joint venture between Philips and ASM International in Veldhoven, Netherlands, and has since become one of the most strategically important companies in the global technology supply chain. ASML holds a complete monopoly on extreme ultraviolet (EUV) lithography machines — the equipment required to manufacture the most advanced semiconductors at 7nm and below. No other company in the world produces EUV machines, making ASML an irreplaceable chokepoint in the production of chips that power AI, mobile devices, and data centers.\n\nASML's product portfolio centers on its EUV and deep ultraviolet (DUV) lithography systems, which use light to etch circuit patterns onto silicon wafers with nanometer precision. The company sells machines to every major chip foundry in the world — TSMC, Samsung, Intel, and SK Hynix — and its latest High-NA EUV systems enable the manufacturing of chips at angstrom-scale dimensions. Each EUV machine contains over 100,000 parts, takes years to build, and costs in excess of $200M, reflecting the engineering complexity that creates ASML's durable competitive moat.\n\nASML reported EUR 28.3B in revenue for full-year 2024 and employs over 43,000 people globally. With a market capitalization of approximately $350B, ASML ranks among the largest technology companies in Europe. Its monopoly position has drawn geopolitical attention — the Netherlands, under US pressure, has restricted ASML's ability to export advanced EUV machines to China — underscoring how central ASML's technology has become to global semiconductor competition and national security strategy.
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