Industries

Different plants, the same three questions

What is the line making, how are the machines running, and how is the building behaving? Here is how we answer those questions in nine industries, with the hardware, constraints and compliance notes specific to each.

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Nine glass jars of different industrial materials — grain, shavings, pellets, tablets — one with an orange lid. — **FIG. 28**Every industry is a different material — nine specimen jars.

Nine industries

Industrial AI inspection and monitoring, industry by industry

Each page covers the failures we see most often in that industry, the applications that address them, a recommended stack and the environmental and regulatory notes that shape the design.

A tray of almonds containing one almond-shaped stone, circled in orange.

Seals · labels · cold chain

Food & beverage

Seal, foreign-material, label and fill inspection on IP69K washdown hardware, plus refrigeration monitoring.

Brake pads standing like dominoes; a toppling cascade is stopped by one pad with an orange backing plate.

Weld nuts · paint · presses

Automotive & mobility

Fastener, weld-seam and surface inspection, often on existing cameras, with results tied to part serials.

A cross-section of corrugated cardboard shown like rock strata, one delaminated layer in orange.

Glue lines · drives · dryers

Packaging, paper & wood

Print, registration and glue-line inspection, with drive and dryer monitoring on corrugators, paper machines and sawmills.

A polished steel plate reflects straight stripes that bend in one spot, revealing a dent outlined in orange.

Welds · coil · refractory

Metals & fabrication

Weld and surface inspection, thermal watch on furnaces and ladles, and condition monitoring for cranes and gearboxes.

Plastic pellets arranged in the shape of a molded bracket, with orange pellets marking an unfilled corner.

Cavities · dryers · pumps

Plastics & molding

Short-shot, sink and flash detection traced to the cavity, with per-cavity mold thermal and dryer monitoring.

A clear glass vial lit from the side, a single tiny particle suspended in the liquid glowing orange.

Particulates · serialization · IQ/OQ/PQ

Pharma & medical devices

Particulate, blister, label and assembly inspection, with locked models and documentation designed to support validation.

Copper busbars arranged like piano keys on black; one bolted joint glows orange with heat.

Switchgear · BESS · cooling

Data centers & critical power

Continuous thermal on switchgear, busbars and BESS containers, plus UPS and cooling-plant condition monitoring.

A shipping box with a crushed corner, the dent mapped with orange contour lines like a topographic map.

Sorters · parcels · energy

Warehousing & logistics

Conveyor and sorter health, parcel damage and read-rate monitoring, dock doors, compressed air and cold storage.

Seven miniature brass office chairs in a row, one with an orange cushion suggesting it is occupied.

Energy · HVAC · occupancy

Commercial facilities

Energy sub-metering, HVAC and chiller condition, privacy-preserving occupancy and water-leak alerts across a portfolio.

Cross-industry patterns

Six problems we meet in every industry

The products change from one plant to the next. The underlying problems are remarkably consistent, which is why one edge stack can serve all nine industries.

Defects that never look the same twice

Seal wrinkles, weld spatter, sink marks and paint craters vary in shape and position. Rule-based vision struggles with them; AI visual inspection learns them from your parts.

Failures that announce themselves slowly

Bearings, gearboxes and pumps usually give weeks of warning in vibration and temperature. Condition monitoring turns that warning into a planned repair.

Connections that heat before they fail

Loose and corroded electrical joints run hot long before they fail. Continuous thermal catches the trend between periodic surveys.

Utilities nobody owns

Compressed air, refrigeration and after-hours load leak money in every building type. Facility monitoring puts a meter and an owner on each.

Data split across three vendors

Quality, maintenance and facilities usually buy separate systems that never talk to each other. One edge layer, on hardware you own, gives all three teams the same view.

Models that drift with the seasons

New suppliers, aging lights and summer humidity erode any model over time. Perflens Care monitors drift and retrains before detection drops.

Beyond these nine

Don't see your industry?

The physics doesn't depend on what you make. If your problem is a defect that a camera can see, a rotating machine that fails without warning, an electrical connection that runs hot, or a utility bill nobody can explain, the methods on these pages apply. Glass, building materials, textiles, electronics assembly and agricultural processing fit the same patterns, even though they don't have a page of their own.

Equipment makers are a separate case. If you build machines and want inspection or monitoring inside them, see embedded firmware and custom electronics and smart optical sensor design.

The fastest way to find out is a 45-minute discovery call. Tell us about the defect, the asset or the building, and the cost of being wrong. If it is a fit, a three-week Feasibility Sprint gives you a written go/no-go before any larger commitment.

Tell us what your line makes

Bring the defect, the asset or the building that worries you most. We'll tell you, plainly, whether it is a problem we can solve and what it would take.

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