Filed Oct. 2, 2026

Serial No. 50141255

Class Software design and development; Testing of computer software; Software as a service (SAAS) services featuring software for cleaning, labeling and preparing datasets for machine learning; Software as a service (SAAS) services featuring software for creating, training, quantizing and optimizing machine learning models for execution on hardware accelerators in embedded and edge computing devices; Software as a service (SAAS) services featuring software for generating, compiling and optimizing embedded software and firmware using software development kits for hardware-accelerated machine learning; Software as a service (SAAS) services featuring software for testing and benchmarking machine learning models and software on embedded and edge computing devices, and measuring execution latency, memory usage, power consumption and energy consumption; Software as a service (SAAS) services featuring software for evaluating machine learning model and embedded software test results against specified acceptance criteria, generating performance and pass/fail reports, and automating iterative model and code optimization based on test results; Computer technology consultancy; 100; 101

Case Type Service mark