ShiftSentry

ShiftSentry is a web + mobile AI app for discrete manufacturers that turns messy downtime notes and machine signals into actionable, shift-level root-cause insights. Operators log stoppages in seconds using preset reasons, voice-to-text, or a quick photo; the system correlates entries with PLC/SCADA tags (when available) and production context (SKU, line, shift, crew). It automatically flags “repeat offenders” (same fault pattern, same station, same time window), suggests the smallest next action (e.g., check sensor alignment, verify air pressure), and generates a daily “Top 5 Fixes” report for supervisors. The goal is not fancy digital twins—it’s reducing chronic micro-stops and eliminating the blame-game with consistent, comparable data. Expect integration friction: the MVP should support manual logging first, then add connectors for common systems as paid add-ons.