Abstract: Different teams read generative AI differently: IT thinks platform, Legal thinks risk, Customer Service thinks fewer tickets. Data scientists bring another lens: decisions that rely on models need validation, uncertainty estimates, bias checks, and monitoring in production. LLMs are also strong NLP tools: they can turn call transcripts, service notes, and workflow logs into structured features. Because we care about decision quality and data pipelines, data scientists are well placed to help shape enterprise AI strategy.