Associate Product Manager | B2B SaaS & Retail Analytics | Product Discovery & Research

Bengaluru, Karnataka, India







Master's Degree, Mathematics
Ramjas College, University of Delhi

Bachelor of Science - B.Sc, Mathematics
Ram Lal Anand College
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I enjoy turning an unclear client problem into something people can see, use, and give feedback on. As an Associate Product Manager at Bipolar Factory, I work on AI-powered B2B retail analytics products. A big part of my role is connecting clients with Design and Engineering, understanding what the client needs, shaping what we should build, and translating that into clear user stories and feature specifications. I stay involved through delivery and feedback, helping the team and client reach a shared understanding of the solution. Prototyping is another part of the work I particularly enjoy. I build interactive dashboards and app prototypes, taking them from rough first drafts to working frontend experiences. Using AI-assisted tools, I can make ideas tangible early and refine them through conversations with stakeholders. My background in Mathematics and data analytics shapes how I approach problems: breaking them down, looking for patterns, and making my reasoning clear. Working in product has given me a way to bring that analytical thinking together with client conversations and hands-on building.
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Associate Product Manager at Bipolar Factory, Jul 2025 - Present · 1 yr 5 mos, Bengaluru, Karnataka, India, • Lead client discussions to understand business problems, define feature scope, and translate requirements into PRDs, user stories and feature specifications. Stay involved through development, demos and client feedback. • Build interactive dashboard and app prototypes using AI-assisted tools, progressing from initial concepts to working frontend flows and refining them with stakeholders before implementation. • Led product definition and delivery of an AI-powered shelf-compliance feature that compares store-camera images with approved product layouts to automate manual merchandising checks. • Helped improve shelf-audit accuracy from approximately 80–85% to over 90%, supporting automated audits across 70+ stores. • Conduct user testing and review product flows with Design and Engineering to identify usability issues and refine the experience.
Master's Degree, Mathematics, Ramjas College, University of Delhi
Bachelor of Science - B.Sc, Mathematics, Ram Lal Anand College
github: https://github.com/rohanaswal13