NeerNiti uses satellite data and explainable AI to tell India where to build water-recharge structures — and whether the ones already built are working.

Customer churn prediction pipeline for a subscription SaaS product. XGBoost model with SHAP-based explainability surfaced to account managers, so retention outreach is prioritized by actual risk drivers instead of gut feeling. Deployed as a scheduled batch job on AWS Lambda.