About Fatima

Fatima has built and deployed LLM-powered systems for internal knowledge retrieval, developer productivity tools, and operational assistants for US-based companies. Her work focuses on enabling teams to access and use internal knowledge more efficiently, transforming scattered documentation, tickets, and data sources into reliable, searchable, and context-aware AI systems. She has experience integrating LLMs into existing internal platforms and workflows, ensuring they deliver consistent value rather than becoming unused experiments.

She places strong emphasis on workflow integration and user adoption, understanding that internal AI tools only succeed when they fit naturally into how teams already work. Fatima collaborates closely with engineering, operations, and platform teams to design intuitive interfaces, define success metrics, and iterate based on real usage. Her approach is adoption-driven, balancing technical robustness with usability to ensure internal LLM systems become trusted, long-term assets for the organization.