Open to opportunities

Adarsha Chatterjee

@adarshachatterjee

AI-first Product Manager building generative AI products with LLM/RAG systems, responsible AI, and measurable user impact.

India

Message

What I'm looking for

I’m looking to lead end-to-end AI-first product development—owning PRDs, LLM/RAG design, responsible AI, and evaluation—shipping measurable outcomes in fintech/regulatory or B2B SaaS with cross-functional teams.

I’m an AI-First Product Manager and Generative AI Product Builder with 3+ years of end-to-end ownership across six production AI platforms, spanning fintech intelligence, regulatory compliance AI, enterprise document analysis, B2B SaaS, community platforms, and AI recommendation engines.

I bridge usability fluency in LLM architecture and RAG system design with roadmap ownership, AI-native PRD authorship, and cross-functional delivery—grounded in evaluation frameworks and model performance metrics. I’m especially focused on AI Flywheel design, where user interactions generate structured signals that improve models and compound product value over time.

Highlights include shipping BreakoutScan (500+ concurrent users, 99.7% uptime), Regulatory Intel (RBI/SEBI/FATF grounded compliance copilot), and SoleMate AI (94% personalisation accuracy), while applying responsible AI principles like fairness auditing, explainability (XAI), hallucination mitigation, and human-in-the-loop workflows. I also consult 8+ businesses on AI product strategy and have delivered 15+ FinGen Talks, including as a featured speaker at Money Expo Summit on AI in Fintech 2025.

Experience

Work history, roles, and key accomplishments

Current

AI-First Product Manager

Current

Independent AI Product Studio

Aug 2023 - Present (2 years 11 months)

Owned end-to-end AI product lifecycle across six production AI platforms, defining vision under uncertainty, writing AI-native PRDs, and iterating using user data and failure mode analysis. Designed AI flywheels, built LLM evaluation frameworks, and applied responsible AI practices including bias auditing and human-in-the-loop workflows for regulatory compliance triage.

AI Product Management Generative AI LLM LLM Evaluation AI Flywheel Design Human In The Loop Responsible AI Prompt Engineering Citation Grounded Output fastAPI Next.js RAG PDF Parsing Pgvector

Business Communication Strategist

Tata Consultancy Services (TCS)

Jul 2022 - Aug 2023 (1 year 1 month)

Authored AI-aware PRDs with quantified business metrics, user personas, and acceptance criteria, and led stakeholder alignment workshops to ensure implementation fidelity. Improved conversion and adoption through Jobs-to-be-Done analysis, funnel instrumentation, and data-driven feature iteration.

AI Aware PRD Development Personas Acceptance Criteria Product documentation

Communications Research Intern

Pangolin

Nov 2021 - Jun 2022 (7 months)

Performed market sentiment analysis and competitive benchmarking for B2B SaaS clients, producing strategic positioning recommendations. Client recommendations were adopted by all stakeholders (100%).

Sentiment Analysis Competitive Benchmarking Positioning Market Research