d-Matrix vs MKS Instruments
Side-by-side comparison of AI visibility scores, market position, and capabilities
d-Matrix builds in-memory AI inference accelerator chips (Corsair) that deliver 10x faster inference at 3x lower cost than GPU-based systems; raised $275M Series C at a $2B valuation in November 2025; Raptor chip due 2026.
About
d-Matrix is a Santa Clara-based AI semiconductor company founded in 2019, developing purpose-built inference accelerator hardware that challenges Nvidia''s dominance in AI compute. Its flagship Corsair inference accelerator card uses in-memory computing (IMC) architecture — performing computations directly inside the memory arrays rather than moving data between separate processing and memory units. This eliminates the "memory wall" bottleneck that limits GPU-based inference performance for large language models and generative AI workloads, enabling what d-Matrix claims is 10x faster inference, 3x lower cost, and 3–5x better energy efficiency versus GPU systems.
MKS Instruments (MKSI) reported $3.6B revenue in FY2024, up 15% YoY. Critical supplier of instruments and components for semiconductor manufacturing. HQ: Andover, MA. Market cap ~$6B.
About
MKS Instruments, Inc. is a leading provider of instruments, subsystems, and process control solutions for semiconductor manufacturing, as well as electronics, life sciences, and industrial markets, headquartered in Andover, Massachusetts. Founded in 1961, MKS develops the precision instruments — gas flow controllers, pressure sensors, RF power systems, vacuum components, and spectrometers — that semiconductor fabs use to control deposition, etch, and cleaning processes with extreme precision. The company reported revenues of $3.6B in FY2024 (pro forma including Atotech, acquired in 2022), up approximately 15% year-over-year.
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