Side-by-side comparison of AI visibility scores, market position, and capabilities
Formerly Recogni; raised $209M total; $569M Forge valuation; builds custom silicon + software for low-power LLM inference in data centers using proprietary logarithmic math.
Tensordyne (formerly Recogni) is a Sunnyvale, California-based AI infrastructure company that designs custom silicon, hardware, interconnect, and system software for high-performance, energy-efficient AI inference. Founded in 2017 and rebranded in 2025, the company pivoted from automotive edge AI chips to full-stack generative AI compute targeting hyperscalers and neocloud data center operators. Its systems are built to run large multimodal models for thousands of concurrent users at a fraction of the rack count, power draw, and cost of conventional GPU clusters.
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.
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.
Tensordyne vs
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