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Assessing your cultural and operational fit
Product Manager with 5+ years in AI/ML & Product Management
AI-native Product Manager with 5+ years of end-to-end ownership across production ML systems, real-time personalisation engines, and consumer-scale platforms. Delivered an Indic-language NLP pipeline at IIT Madras — lifting intent accuracy from 55% to 93% through hypothesis-driven A/B calibration, feature re-engineering, and evaluation framework redesign — directly equivalent to champion-challenger model governance and production AI ownership. Led feed personalisation at ShareChat across 10+ language markets, translating Amplitude signals into algorithm decisions that drove 69% engagement growth. Fluent in ML evaluation (AUC, precision/recall, drift detection), feature store design, MLOps lifecycle, RAG systems, agentic architectures, multi-armed bandits, and AARRR funnel analytics. Bias for action, first-principles rigour, ship-to-learn mentality.
University of Kalyani
Bachelor of Arts (BA)
N/A – Present
WB University of Teachers' Training
B.Ed (Teacher Education)
N/A – Present
MyUni
Founding Product Manager - AI Personalisation & Platform
March 1, 2026 – Present
India
AI4Bharat IIT Madras
Product Manager - AI/ML & LLM Systems
July 1, 2024 – February 1, 2026
Chennai, Tamil Nadu, India
Fidel Softech
Product Manager - Analytics & Retention
February 1, 2024 – June 1, 2024
India
ShareChat
Product Manager - Feed Personalisation & Growth
July 1, 2021 – January 1, 2024
Bengaluru, Karnataka, India
Pepper Content
Product Manager - Engagement, Notifications & AI Sequencing
January 1, 2020 – June 1, 2021
Mumbai, Maharashtra, India
AI Product Management Launchpad
Airtribe
January 1, 2024 – Present
Agile Methods for UX
IxDF
January 1, 2024 – Present
AI for Designers
IxDF
January 1, 2024 – Present
Data-Driven Design
IxDF
January 1, 2024 – Present
Design Thinking
IxDF
January 1, 2024 – Present
Journey Mapping
IxDF
January 1, 2024 – Present
User Research Methods
IxDF
January 1, 2024 – Present
Cultural Fit Analysis
The candidate demonstrates an excellent cultural fit for a dynamic, AI-focused product organization. Their experience spans various company stages (startup, lab, established tech), indicating adaptability. The consistent focus on AI/ML, data-driven decision-making, and user-centric design aligns with modern tech culture. Their work with Indic languages and regional users highlights an understanding of diverse user needs and global market expansion, which is valuable for inclusive product development. The certifications further underscore a commitment to continuous learning and staying current with industry best practices in AI, Agile, and UX.
Soft Skills & Operational Fit
Exhibits strong leadership and cross-functional collaboration skills, managing squads and stakeholders effectively. Demonstrates a "bias for action, first-principles rigour, ship-to-learn mentality," indicating a proactive and analytical approach. Highly data-driven and outcome-oriented, consistently tying initiatives to key metrics (OKRs, AARRR funnel, D7/D30 retention). Adept at problem reframing and hypothesis-driven development, particularly in complex ML environments. Strong communication skills evident in detailed, impact-focused resume descriptions.