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CLUSTER MAINTENANCE-DASHBOARD-DATA · 19 ENTRIES · EARLIEST ENTRY 2026-09-08

Industrial predictive maintenance dashboards

This cluster consists of dashboards that analyze industrial machine sensor data to predict failures, with some offering batch scoring, repair instructions, or real-time monitoring. The dated history before the index start is too thin to read a shape from—only three dated entries exist. On traction, CoolE-AI-KeyFactor leads with one star, while defect-sight-chain and prototype-builder have zero stars.

Entry timeline

ENTRY TIMELINE

APR 2025: 1MAR 2026: 1AUG 2026: 3SEP 2026: 14
APR 2025SEP 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 4 ai-built · 4 hand-coded · 11 unlabelled

Operator · 11 hobby · 1 indie · 7 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 19 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01defect-sight-chain0★23 daysliveai-builthobbyDashboard for manufacturing quality engineers that analyzes inspection images, classifies defects, and suggests root-cause investigations.
  2. 02prototype-builder0★23 daysliveai-builthobbyDashboard for manufacturing quality engineers that analyzes inspection images, classifies defects, and suggests root-cause investigations.
  3. 03maintainops1★18 days—hobbyPredictive maintenance dashboard that forecasts machine failures from sensor data and generates repair instructions from maintenance manuals.
  4. 04Industrial-Machine-Predictive-Maintenance---ML-model0★14 days—hobbyPredictive maintenance dashboard that analyzes industrial machine sensor data to detect potential failures and supports batch scoring.
  5. 05adaptive-edge-ai-userdashboard0★17 days—Dashboard for industrial operators that visualizes energy optimization status and predictive fault alerts from edge AI systems.
  6. 06AI-Assisted-Industrial-Equipment-Health-Monitoring0★22 days—Real-time dashboard that monitors industrial equipment telemetry and predicts failures to guide maintenance decisions.
  7. 07production-analytics-dashboard0★23 days—hand-codedhobbyWeb dashboard that analyzes a coil slitting plant's daily production records to identify which machines underperform and what drives material loss.
  8. 08production-efficiency-and-downtime-analytics0★10 days—hobbyBusiness intelligence dashboard that tracks manufacturing production efficiency, quantifies financial losses from unplanned downtime, and calculates equipment reliability metrics for plant operations.
  9. 09Smart-Building-Maintenance-Assistant-10★22 days—hand-codedhobbyInteractive tool that analyzes building equipment conditions and generates maintenance recommendations based on risk assessment.
  10. 10Failure_Watch__Model0★16 days—Web app that monitors live sensor readings and predicts equipment failures so maintenance can happen before breakdowns occur.
  11. 11CoolE-AI-KeyFactor1★28 daysliveindiePlant-floor dashboard that identifies key process factors from manufacturing data using machine learning and lets engineers simulate quality outcomes before approving changes.
  12. 12oee-and-maintenance-analytics0★12 days—hobbyInteractive analytics dashboard that tracks equipment effectiveness and maintenance reliability for manufacturing teams.
  13. 13smartfactory-dashboard1★28 dayslivehobbyReal-time manufacturing dashboard that monitors sensor data, classifies product quality, and sends defect alerts and daily summary reports.
  14. 14Bearingguardai_0★1 moliveAI-powered dashboard for monitoring industrial bearing vibration and detecting anomalies using sensor data.
  15. 15ML_Challenge_Project0★1 molivehobbyWeb dashboard that monitors industrial machine sensor data in real time and predicts abnormal conditions with maintenance recommendations.
  16. 16industrySolution0★2 mo—hand-codedWeb app for industrial operations monitoring with IoT telemetry, predictive maintenance, digital twins, AI copilot, sustainability metrics, and work-order management.
  17. 17busy-meter0★3 mo—hand-codedhobbyFactory busy status dashboard that shows real-time equipment utilization and operational status.
  18. 18machine-insight-hub0★1 yrabandoned—ai-builtAnalytics dashboard that aggregates and visualizes machine sensor data for industrial operations.
  19. 19Manufacturing Downtime Dashboard0★unknownliveai-builtDashboard that tracks and visualizes equipment downtime and production interruptions for manufacturing operations.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.