AI + ML POCs

Predictive Maintenance Portal

A minimal POC predictive‐maintenance portal would stream basic equipment sensor data into a simple ML model (e.g., a random forest) to forecast imminent component failures and surface actionable alerts on a lightweight web dashboard.

Predictive Maintenance Portal iPad View

B2B Lead Time Estimator

A minimal POC B2B Lead Time Estimator would ingest past order, inventory, and production schedule data into a simple regression model to predict delivery lead times and display those estimates on a basic web dashboard.

B2B Lead Time Estimator iPad View

Product Configurator

A minimal POC garage door configurator would take customer specs to drive an ML-based upsell engine for accessory recommendations, use a simple regression lead-time model to forecast delivery, then query the National Weather Service API for the OPENAI LLM to suggest the optimal installation date—all surfaced in a streamlined web interface.

Garage Door Configurator iPad View