Headline

Senior Product Manager AI Recommendation & Personalization Systems | Fintech & Enterprise SaaS.

About

I build recommendation and ranking systems — turning signals into clear calls like buy/hold/sell. Currently leading an AI fund analytics platform; previously built AGDATA's recommendation engine (25% upsell lift, 50% retention lift). I've done this twice, in two different domains, but the underlying problem is the same: rank things fairly, be able to explain the ranking, and keep improving it as new data comes in. At AGDATA I combined generative AI with predictive models to build that engine. In the current role, the core system scores investment options and produces buy/hold/sell calls for institutional clients. In both cases, shipping the feature was never the finish line every feature goes through A/B tests with a hypothesis and kill criteria set before it goes live. The rest of my background is in regulated, high-stakes product work fintech at FIS, global corporate payments at American Express, healthcare data at Trajector. No ranking or personalization there, but the same discipline applies: turning messy regulatory or clinical requirements into specs that engineering and QA can build against, where a mistake isn't just a bad user experience, it's a compliance problem. Day to day, I work closely with engineering and data science on architecture and model decisions, own the roadmap end to end, and I'm hands-on enough with SQL and data pipelines to have a real conversation about tradeoffs. Open to Senior or Principal PM roles, and consulting work, across India and global remote teams.

Location

India

AI stack

antigravity

claude code

cursor

lovable

notion

openai

Work experience

Senior Product Manager at Confidential ( Stealth Mode ), Apr 2025 - Present · 1 yr 5 mos, Remote, Own product strategy and roadmap for an AI-powered fund analytics platform used by institutional clients to evaluate and manage investments. Core of the product is a recommendation engine that scores funds and generates buy/hold/sell calls based on weighted financial and market signals, re-ranking continuously as new data comes in. Built a multi-agent pipeline that lets analysts ask questions in plain language and get answers pulled directly from the data, instead of running manual queries. Owned the prompt design and set up evaluation criteria to track accuracy and output quality over time. Rebuilt the data ingestion and reporting pipeline from the ground up — set data contracts and validation rules across multiple sources, cutting manual analysis effort by roughly 70% and improving accuracy by about 40%. Worked closely with engineering on API design and model integration decisions, bringing decision cycles down from weeks to days. Ran client discovery directly with institutional stakeholders and led ongoing A/B testing with clear hypotheses and success criteria for every feature shipped.

Product Owner at Trajector, Jul 2024 - Mar 2025 · 9 mos, Remote, Led Agile teams to deliver high-quality product increments, aligning feature delivery with business objectives. Implemented an Electronic Health Records (EHR) service, reducing completion cycle efforts by 20%. Utilized data analytics to optimize product features and improve engagement rates. Collaborated with stakeholders to gather and prioritize requirements for seamless execution.

Senior Product Owner at AGDATA, LP, Aug 2022 - Jul 2024 · 2 yrs, North Carolina, United States, Work with key stakeholders to define and document solutions, business requirements, technical requirements, and associated user stories under SCRUM/agile development model. Analyze processes and partner with process owners and development area owners on the technology needed to properly support the product road map. Manage priorities, support project management in the development of work breakdown structures, level of effort estimates and overall project planning. Serve as a liaison between the service delivery and engineering organizations in order ensure technical solutions to meet client needs. Present technical and business requirements to internal teams, with ability to speak to the whys and how’s of the details. Provide escalated support, diagnose and solution data and systems issues. Support testing activities (UAT, regression, system) Develop user and technical documentation.

Associate Product Manager at ZS, May 2021 - Aug 2022 · 1 yr 4 mos, India, Collaborated with internal and external stakeholders to gather requirements and address pain points effectively. Developed a clear vision for the development team, aligning priorities with business strategy. Enhanced product features in collaboration with engineering and design teams, boosting development efficiency by 30%. Launched new products and features, reducing integration costs by 15% through shared components development.

Associate Product Manager at ZS, May 2021 - Jul 2022 · 1 y 2 mo, Pune

Product Owner at FIS, Jul 2020 - May 2021 · 11 mos, India, I successfully led two SCRUM teams at FIS, focusing on product backlog management and stakeholder collaboration. Oversaw the prioritization of user stories and facilitated Sprint Planning sessions with development teams. Analyzed industry trends and best practices to inform product strategy and enhance overall performance. Monitored product KPIs to ensure alignment with business objectives and user satisfaction.

Education

Master's degree, Business Administration, Management and Operations, W. P. Carey School of Business – Arizona State University

Bachelor's degree, Computer Science Engineering, Punjab technical university