Etched
Transformer-specific inference ASICs
Converge Digest · Hot Start-ups
The emerging companies our editorial team is tracking most closely — ordered by how hot we judge them right now. Rankings shift as funding, products and customers become public.
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Transformer-specific inference ASICs
Data-center inference accelerators
Digital in-memory inference
AI accelerators, RISC-V CPUs and chiplet architectures
Dataflow AI accelerators and full-stack systems
AI inference NPUs and rack-scale infrastructure
Memory-centric inference accelerators
LLM training and inference accelerators
Inference silicon and memory architecture
Reconfigurable dataflow accelerators and RISC-V CPUs
AI-native switching silicon and network systems
Scale-up and scale-out AI networking
Accelerated compute fabric silicon
Data-center Ethernet switch silicon
Network-on-chip and chiplet fabric IP
Die-to-die and chiplet interconnect
Open-standard connectivity chiplets
Data-center RISC-V CPU chiplets
Licensable RISC-V CPU IP
Energy-efficient inference accelerators
ML system-on-chip and PCIe inference cards
Analog in-memory AI acceleration
AI inference infrastructure and network-attached processing
Data-processing and storage acceleration
Security processors and infrastructure control
Memory-first AI accelerators and servers
Licensable AI compute and chiplet IP
LLM Processing Units
CXL computational memory
CXL, UALink and Ethernet link silicon
Memory compression IP and accelerators
Analytics and database acceleration
Analog compute-in-memory AI acceleration
Flash-based analog compute-in-memory
Neuromorphic mixed-signal processors
Neuromorphic analog processing of RF signals
Millimeter-wave MMICs
GaN-on-silicon RF devices
High-efficiency RF power amplifiers
Direct-polar-modulation radio silicon
Digital RF and ultra-low-power receivers
5G base-station SoCs
Small-cell and Open RAN baseband silicon
Wi-Fi HaLow silicon
Ultra-low-power Wi-Fi and backscatter connectivity
Energy-harvesting Bluetooth and low-power wireless SoCs
Vertical power delivery for AI processors
Advanced silicon power MOSFETs
GaN power ICs and digital power control
GaN-on-diamond RF and power semiconductors
Know a company that belongs on this list — or corrections to an entry? Tips are welcome.