Powering precision and fine-tuning of complex AI models through data collection and labeling of training data that requires deep ecommerce and retail domain expertise, coupled with deep category know-how and tech.​ ​

Human-in-the-loop (HITL) operations support mature AI models across use cases such as catalog enrichment, search relevance, product mapping, fraud detection, review summarization, and listing classification. These tasks require skilled professionals with strong e-commerce, retail, category, and technical expertise. Contexio has built a reputation for delivering such capabilities at scale through specialized training programs. Its teams provide high-quality labeled data and valuable insights that continuously enhance and refine AI model performance.​ ​