ReliScore

Storage risk operations platform that predicts hard-drive failures 30 days ahead using SMART telemetry, ML scoring, and fleet-level analytics dashboards.

Next.jsNestJSFastAPIPostgresMachine Learning

Storage risk intelligence — conceptual system illustration

Storage risk intelligence: SMART telemetry → Feature pipeline → Batch scoring → Fleet insights

Overview

ReliScore is a monorepo platform for predictive storage failure monitoring. It combines a Next.js dashboard, a NestJS platform API, and a FastAPI model service to ingest telemetry, generate features, run scoring, and surface explainable risk insights per drive and across the fleet.

Highlights

Monorepo architecture spanning apps/web, services/api, services/model, and ml/training pipelines.
End-to-end scoring flow from daily telemetry ingestion to feature generation and batch predictions.
Fleet overview, drive filters, and drilldowns with explainable top-reason insights.
Docker Compose local stack with seeded demo data and one-command startup.
Versioned model artifacts with metrics, model cards, and active-model switching.