Incubation note
Built from the factory floor
PVD Assistant was shaped around real coating work: machine starts, run history, color checks, chamber conditions, cleaning events, and the small details operators usually keep in their head.
← Incubation Chamber
Specimen 002 · Deployed
PVD Assistant
Industrial coating intelligence
A factory-floor assistant for PVD machine runs, color decisions, process history, and the quiet patterns that appear only after enough runs are recorded.
LIVE
Core engine
M3 / M4
Machine logs
ΔE
Color Lab
APP STORE
Status
Incubation note
Color Lab as the intelligence layer
The system compares target LAB values against measured results, tracks ΔE, and helps operators think through nitrogen, acetylene, machine context, and historical matches before changing a recipe.
Incubation note
History becomes memory
Every saved run adds context. The goal is to make the app learn from previous runs, machine behaviour, acceptance bands, and process events instead of treating every color problem as a new mystery.
System modules
Inside the chamber
The app is not just a form. It is a set of small engines that turn daily machine work into useful memory.
Machine workspace for M3 and M4
Run history and time buckets
Color Lab recommendations
Acceptance thresholds
Process events and resets
Future timers and machine alerts
Current status
Now in App Store
PVD Assistant has moved beyond a prototype. It is now a deployed specimen, with the next evolution focused on stronger historical intelligence, timers, events, and machine-specific learning.
Now in App Store