Filed May 13, 2025

Serial No. 99183218

Examining Attorney TEJBIR SINGH

Class downloadable software for data integration, real-time data processing, retrieval-augmented generation, federated learning orchestration, and model lifecycle management; downloadable software for AI-driven data visualization, geo-spatial analytics, time-series analysis, and multi-modal data processing; downloadable software for MLOps, including model deployment, drift detection, A/B testing, and collaborative AI development environments; downloadable software and components for data management, privacy-preserving machine learning, distributed AI, and secure data collaboration across cloud, on-premises, and edge environments; downloadable software for enforcing attribute-based access control, role-based access control, and data governance in AI workflows; downloadable APIs for federated model training, predictive analytics, automated decision support, large language model fine-tuning, and privacy-enhancing technologies including homomorphic encryption and differential privacy; 021; 023; 026; 036; 038; 100; 101

Case Type Trademark Service mark