Headline

Growth Data Science Manager | GenAI & LLM Architect | AI Voice Agents • RAG • Predictive Modeling • MLops • LTV & Churn

About

At 22, I lead the Data & Growth team at Origin Fresh — bridging deep AI engineering with aggressive business expansion. I build what I call Autonomous Growth Engines: systems that don't just report on the past, but predict and drive the future. 🚀 Growth Strategy Owned the roadmap that scaled Origin Fresh to 200+ peak daily orders — through funnel optimisation, unit economics, cohort analysis, and omnichannel expansion. 🤖 Generative AI & Automation Building the next generation of internal tools: RAG pipelines, a custom Text-to-SQL GPT agent that gives any team member real-time data access in plain English, and LLM-powered workflow automation that cut analyst manual effort by ~60%. 📈 Predictive Science Designed and deployed production ML models: → Churn Prediction (LightGBM) → 12% reduction → LTV Forecasting (BG/NBD + Gamma-Gamma) → 6-month revenue forecasts adopted into budget planning → RFM Segmentation → 15% customer reactivation uplift Outside of work, I independently ship AI products: 🔹 TheHireAI (thehireai.in) — AI agent that screens candidates via live voice calls 🔹 Clarita (clarita-gi8w.vercel.app) — personal AI with persistent memory across sessions 🔹 LLM Data Analyst — plain English → SQL → instant answer (live on Hugging Face) Tech stack: Python · SQL · LangChain · OpenAI · RAG · LightGBM · Scikit-Learn · Supabase · VectorDB · Streamlit · Metabase · FastAPI I believe the most impactful people in tech are those who can architect the system and own the business outcome simultaneously. Open to AI/ML Engineer and Data Scientist roles at growth-stage startups. 📩 ezychirag@gmail.com

Location

Bengaluru

Work experience

Growth Data Science Manager at Origin Fresh, Mar 2026 - Present · 6 mos, Promoted within 18 months to lead both the Growth and Data functions — managing a team of 4 across retention strategy, funnel analysis, customer behaviour, marketing, reporting automation, and AI integration. Key outcomes: → Scaled daily orders to 200+ peak through data-backed growth strategy and funnel optimisation → Deployed a custom LLM data analyst agent (LangChain + GPT-4o) internally — eliminated 3+ hrs/week of manual SQL requests across growth and ops teams → Automated recurring reporting workflows with OpenAI APIs — reduced manual analyst effort by ~60% → Directed design of autonomous retention systems combining LTV scoring, churn signals, and RFM triggers Skills: Python · LangChain · OpenAI · Growth Strategy · Funnel Analysis · Team Leadership · Predictive Modelling

Data Analyst at Origin Fresh, Feb 2025 - Apr 2026 · 1 yr 3 mos, Built the ML systems that power Origin Fresh's retention engine from scratch — churn model, LTV pipeline, and RFM segmentation — all designed, trained, and deployed independently. → KMeans + rule-based RFM segmentation → 15% customer reactivation uplift in 60 days → BG/NBD + Gamma-Gamma + Random Forest LTV pipeline → 6-month revenue forecasts adopted into budget planning → XGBoost + Logistic Regression churn classifier → 12% churn reduction in pilot (3 at-risk segments) → Python/SQL pipelines from MySQL → Django web app → Metabase + Streamlit dashboards used daily by growth, ops, and marketing Skills: Python · SQL · Scikit-Learn · XGBoost · LangChain · Streamlit · Metabase · Mixpanel

Data Analyst Intern at Origin Fresh, Sep 2024 - Jan 2025 · 5 mos

Data Science Intern at Prodigy InfoTech, Jun 2024 - Jun 2024 · 1 mo, Bengaluru, Karnataka, India, 🚀 Exciting Internship Experience at Prodigy Infotech 🚀 I am thrilled to share that this one-month journey has been an incredible learning experience, filled with valuable insights, hands-on projects, and the opportunity to work with an amazing team.

Education

Bachelor of Technology - BTech, Artificial intelligence & Data science, Reva University