Industrial AI for technical plastics processing plants
A custom technical plastics plant does not make a product: it makes other people's products. Injection molding, extrusion, corrugation, thermoforming and assembly live in the same building, often serving three markets with different rules — white goods, automotive and medical devices. That turns the shop into a machine for changing mold, color and standard several times a day.
In that context the problems are not a lack of technology: they are data that never arrives. The parameter sheet the technician writes by hand, the old extruder panel with no network, the lab spreadsheet the ERP cannot see, the resin delivery note somebody keys in fast while the truck waits. When the customer complains, all of that has to be rebuilt backwards — and whatever cannot be bounded gets over-contained.
Here you will find twelve concrete IRIS cases applied to this sub-sector, grouped by piece: Connect to capture what is lost today, Edge to see the line in real time, and Agents so the evidence organizes itself. Each case includes the problem as it appears on the shop floor, how the solution fits and what return to expect, in conservative ranges and always to be validated against each plant's own data.
Capture without changing habits: photo, voice, email, integrations
The parameter sheet nobody keys in
Payback 4-9 months · from 4-8 h of latency to second zero
See the case →The old extruder starts to speak
Payback 5-10 months · defers the replacement CAPEX
See the case →Customer changes read on the fly
Payback 3-7 months · from hours of latency to seconds
See the case →The supervisor dictates while walking
Enabling piece · knowledge stops dying at the shift end
See the case →Nothing starts without a human signature
Enabling piece · without it nothing is signed off
See the case →From the lab spreadsheet to the ERP
50-80% fewer quality licenses · payback 4-9 months
See the case →Resin receiving in one photo
From 45 min of truck time to 5 · payback 3-8 months
See the case →One production count, and the real one
Payback 3-6 months · the fastest return in the matrix
See the case →Machine vision on the line, in real time
Agents that plan, document and coordinate
More cases from this series
- Evidence is not rebuilt, because it is not lostPhotos, parameters, batch, cavity and signatures from every changeover, organized by standard: the…
- Four rings so your part never stops the customer's lineFour verification rings from the resin sack to the pallet so your part never stops the customer's line…
- The customer's alert arrives before the mold changeEmails and messages with delivery changes or quality alerts, read instantly and cross-referenced with…
- The machine stays exactly as it is, but now it speaksAn external camera reads the extruder panel with no network: process curve digitized meter by meter…
- Nothing crosses into the system without a human signing itNothing enters the ERP without a human signing it: the startup summary appears on the tablet and the…
- One production count, and let it be the real oneCycle, downtime and real count go up to the ERP and the order comes down to the machine: one production…
See how an IRIS system is deployed in a technical plastics plant
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