3 papers
cs.AR2026
Evaluating Inference Compute for Generative AI: A Framework for Enterprise Workloads
Abbas Raza Ali, Muhammad Ajmal Siddiqui, Moona Zahid
LLM deployment is shifting from single-turn completion to agentic trajectories in which a model plans, calls tools, reads results and reasons at test time before acting. This inver…
cs.AI2026
Smart Content Ingestion for Generative AI Workloads
Abbas Raza Ali, Muhammad Ajmal Siddiqui, Moona Zahid
The evolution of machine learning has progressively changed where intelligence resides in an AI system. In conventional machine learning the task, data representation, labels and m…
cs.AI2026
EnterpriseVal: Quantifying the Efficacy, Reliability and Value of Generative AI in the Enterprise
Abbas Raza Ali, Muhammad Ajmal Siddiqui, Moona Zahid
Frontier language models now produce professional deliverables that expert graders judge to match human work on a substantial share of economically valuable tasks, yet most enterpr…