Jun 2023 – Present · 2 yrs 11 mos

• Key Achievements • Improved global catalog quality by removing 2M+ duplicate items using ML-driven detection, increasing new product discovery by 5 percent. • Served as product POC for SFTP & API consumers (external+ internal), driving adoption by standardizing response schemas & reducing integration friction—resulting in contribution of ~$400M annual GMV. • Enabled 20,000+ cross-region review and rich media asset transfer, increasing content & UGC coverage – leading to 10% additional conversion in relevant products throughout international marketplaces. • Improved automotive experience and customer satisfaction by deploying additional search query improvement techniques through fitment matching, resulting in reduced returns by 8% in tires category. AI / ML Product Leadership • Led end-to-end product strategy for ML-powered Item Mapper and Deduplication systems leveraging multilingual text embeddings, image embeddings, NLP models, and vector similarity search for large-scale product clustering. • Defined human-in-the-loop evaluation and model validation frameworks to assess precision, recall, F1 scores, and model robustness; operationalized feedback loops for continuous model improvements. • Created product requirements for multi-stage duplicate detection using embedding-based candidate generation, SSIM/pHash image similarity metrics, fuzzy matching, attribute-level semantic similarity, and graph-based clustering algorithms. Product Roadmap and Strategy • Built 0-to-1 platform roadmaps for Item Mapper, Deduplication, and Fitment systems, emphasizing on platformization, scalability, extensibility, and market-product alignment. • Defined multi-year strategy for enabling 1→N deployment of intelligent feeds platform focusing on integration with third party systems that help in content quality enrichment or last mile delivery of items.

May 2022 – Jul 2022 · 2 mos

• • Defined product requirements for Ratings & Reviews platform spanning review creation, content moderation, NLP-based sentiment analysis, and seller scoring algorithms. • Conducted competitive benchmarking & stakeholder interviews across markets to form roadmap decisions.