Zero-shot classification allows models to categorize text without task-specific training data. Practitioners are debating the trade-offs between Large Language Models and traditional Support Vector Machines for high-throughput pipelines. While LLMs offer superior flexibility, they introduce higher latency. This discussion highlights the ongoing tension between model accuracy and operational cost in production environments.