Building real-time multimodal similarity search in Flipkart Trust & Safety with Qdrant

Tackling fraud and abuse with scalable similarity search At Flipkart, the Trust & Safety team is focused on detecting and preventing platform abuse and fraud. A critical part of this work involves running large-scale similarity searches across customer and seller-submitted data, particularly images. This allows the team to identify patterns associated with fraudulent activity, such as repeat returns or duplicate seller claims, before they cause downstream harm. “Platform integrity is a constant challenge.