Filed May 20, 2026

Serial No. 99835853

Examining Attorney ALEXANDRIA N ONUOHA

Class Software as a service (SaaS) services featuring software for monitoring, evaluating, and improving the performance, reliability, and cost-efficiency of artificial intelligence agents and large language model applications; Software as a service (SaaS) services featuring software for capturing and analyzing production behavior of AI agents and for generating synthetic evaluations therefrom; Software as a service (SaaS) services featuring software for automatically iterating on and optimizing prompts, tools, orchestration, memory, models, and other components of AI agent systems; Software as a service (SaaS) services featuring software for fine-tuning, post-training, and dataset generation for large language models and AI agents based on production data; Software as a service (SaaS) services featuring software for optimizing the selection, configuration, and routing of artificial intelligence models within agent systems; platform as a service (PaaS) services featuring software for continuous improvement and optimization of artificial intelligence agent deployments; Services for maintenance of computer software being managed services and consulting services for the deployment, monitoring, evaluation, and optimization of software featuring artificial intelligence agents and large language model applications; 100; 101

Case Type Service mark