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KPI Lens

aliivaeziibyaliivaezii
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11
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Productividad y Flujo de Trabajo
Ciencia de Datos y ML
Analíticas y Monitorización

Automates supply chain intelligence by monitoring critical KPIs, detecting anomalies with an ensemble of models, generating LLM-powered root-cause analysis, and producing automated reports.

KPI Lens is an AI-powered supply chain intelligence platform designed to alleviate the burden of manual KPI review and exception reporting for supply chain teams. It streamlines the entire intelligence loop, from data ingestion and validation to anomaly detection, AI-driven root-cause explanations, and one-click report generation for key stakeholders. The platform tracks 8 essential supply chain KPIs weekly, identifies deviations using a multi-detector ensemble, and leverages Claude to provide narrative explanations and actionable recommendations, all accessible via a Streamlit dashboard, FastAPI, and an MCP server.

Características Principales

01Ensemble anomaly detection combining Z-score, IQR, CUSUM, and Isolation Forest models.
02Automated Excel workbooks and PowerPoint decks for SteerCo presentations and reporting.
03FastAPI backend offering over 10 endpoints for KPI data, anomaly management, and LLM chat.
04LLM-powered root-cause analysis and recommended actions generated by Claude for each anomaly.
057 GitHub stars
06Streamlit dashboard with dedicated pages for KPI monitoring, anomaly logs, and LLM interaction.

Casos de Uso

01Automating KPI monitoring and anomaly detection for supply chain operations.
02Generating AI-powered explanations and reports for supply chain disruptions.
03Providing a centralized platform for real-time supply chain intelligence and actionable insights.