About
Product Manager across enterprise SaaS, BFSI and AI products. Shipped a RAG-based AI coaching assistant to 10,000+ users, delivered requirements and integrations for Fortune 500 clients at HighRadius, and built AI-native fintech products from 0 to 1. Strong in data-driven decision making, AI evaluation and cross-functional leadership.
Experience2
Product Consultant / Chief of Staff (AI Products)
Oct 2024 — PresentBrilliance Chess Academy
Built and launched a RAG-based AI coaching assistant (LangChain, GPT-4, Chroma) scaling to 10,000+ users and reduced coaching efforts by 30%. Owned an AI chess coach for multi-region customers, generating analysis and improvement plans. Defined B2B SaaS roadmaps for academy product features, aligning multiple teams.
Techno-Functional Consultant, Collections Cloud
Aug 2021 — Jun 2022HighRadius Technologies
Gathered requirements, managed API integrations and UAT between Fortune 500 clients and engineering for B2B SaaS collections products, reducing defects and post-launch issues by 30%, maintaining 95%+ stakeholder satisfaction across 5 cross-functional teams. Authored 100+ user stories improving autonomous delivery and sprint processes.
Projects6
RAG-based AI coaching assistant
Built and shipped a RAG-based AI coaching assistant using LangChain, GPT-4, and Chroma from conception to launch, scaling personalized coaching to 10,000+ users and reducing coaching efforts by 30%.
- LangChain
- GPT-4
- Chroma
AI Chess Coach
Owned an AI chess coach that analyzes games, flags repeated mistakes at three configurable levels (blunders, mistakes, positional errors), and generates improvement plans and goal sheets for customers in US, UK and EMEA.
- AI
- RAG
B2B SaaS direction for Chess Academies
Defined a B2B SaaS product direction for academies including organization accounts, coach profiles, and batch-level trend analysis. Scoped 4-week roadmap including data pipeline, aggregation, coaching UI, and pilot to align leadership and engineering.
- Data pipeline
- Product management
Risk Recommendation Engine
Owned vision, roadmap, and architecture for insurance, loan and investment recommendations in India. Designed continuously updating risk scoring system with AI evaluation methods including pre/post-build evaluations and drift detection.
- Next.js
- FastAPI
- PostgreSQL
- XGBoost
GoalPath: AI Personal Finance Platform
Founded and architected a deterministic finance engine isolated from LLM agents producing probability estimates, ranked risks and roadmaps; authored extensive product documentation. Conduced expert-council review identifying legal risks, pausing build pending counsel.
- LLM Agents
- Monte Carlo
Lead Intelligence System
Built a Python CLI that scores leads against a rubric and drafts outreach using batched LLM calls; includes handling of API failures and missing data for managing 100+ leads.
- Python
- LLM APIs
Education2
B.Tech
SRM Institute of Science and Technology
Computer Science and Engineering (Cybersecurity)
Post Graduate Program
IIT Roorkee
Forward-Deployed Engineering