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Start with equipment you know.

Explore how equipment records and operating knowledge support investigation and approved responses to losses, quality variation and repeated checks.

Every process has signals to read and problems to solve.

Connect data across many more manufacturing processes.

Casting, forging & forming

Casting machines · die casters · forging presses · rolling mills · extruders

Data to connect
Die temperature, forming force, pressure, material lot
How it helps
Compare forming traces and inspection results to distinguish material changes from die-condition issues.

Cutting, grinding & precision machining

Lathes · machining centers · grinders · EDM · laser machines

Data to connect
Spindle load, vibration, feed, tool history, dimensions
How it helps
Trace machining conditions by part and distinguish tool wear from equipment issues. Optional dedicated ML models support real-time anomaly detection.

Heat treatment, drying & firing

Furnaces · vacuum furnaces · dryers · kilns · curing ovens

Data to connect
Zone temperatures, pressure, atmosphere, hold time, batch
How it helps
Link actual thermal histories to products and batches, then examine temperature exposure and operating conditions when quality varies.

Cleaning, plating & coating

Washers · treatment baths · plating lines · paint robots · coaters

Data to connect
Bath temperature, concentration, current, spray pressure, thickness
How it helps
Connect pretreatment and surface inspection records to investigate staining, peeling and thickness variation.

Mixing, reaction & powder processing

Mixers · reactors · mills · filters · centrifuges

Data to connect
Dosage, agitator speed, temperature, pressure, flow, raw-material lot
How it helps
Compare batch properties against feed and operating histories, with experienced operators’ criteria and response sequences kept alongside them.

Semiconductor, display & electronics processes

Deposition & etch tools · bonders · SMT mounters · reflow ovens · panel inspectors

Data to connect
Chamber pressure, temperature, power, alignment, recipe, inspection
How it helps
Trace products and equipment conditions across many steps, locating when deviations began and which products shared those conditions.

Battery electrodes, assembly & formation

Mixers · coaters · calenders · winders · stackers · formation testers

Data to connect
Tension, coating weight, thickness, alignment, voltage/current, cell history
How it helps
Connect roll-level production records to cell inspection and investigate how upstream conditions affect later performance and defects.

Welding, joining & precision assembly

Welding robots · press-fit machines · nutrunners · dispensers · assembly stations

Data to connect
Weld current, press-fit force/displacement, torque/angle, part IDs
How it helps
Retain product-level joining and assembly records for automotive, electronics and defense components; trace tightening or press-fit anomalies through related parts and tests.

Food, pharmaceutical & packaging operations

Sterilizers · tablet presses · fillers · sealers · labelers · checkweighers

Data to connect
Temperature/time, fill quantity, sealing pressure, weight, batch ID
How it helps
Query processing conditions and packaging inspections by batch to identify recurring defects and short stops.

Paper, film, textiles & composites

Extruders · stretching lines · laminators · winders · looms · composite presses

Data to connect
Line speed, tension, thickness, temperature, roll/yarn lot
How it helps
Link continuous production data to roll, length and time, comparing local thickness deviations or breaks with upstream and downstream conditions.

Hydraulics, air, cooling & energy

Hydraulic units · compressors · pumps · chillers · boilers · generators

Data to connect
Pressure, flow, temperature, vibration, power, operating state
How it helps
Compare equipment issues with utility supply conditions to investigate pressure losses, energy waste and possible operating responses.

Inspection, testing & in-plant handling

Vision systems · leak testers · CMMs · test chambers · conveyors

Data to connect
Inspection images, dimensions, leak rate, test conditions, part location
How it helps
Trace inspection findings back to operating records, identify affected products and propose reinspection or work holds.

Explore specialized processes, too.

The approach is the same for specialized processes: identify available signals and quality or operating criteria, then work with site experts to define the data and responses needed.

Special machining & joining

  • Honing
  • lapping
  • broaching
  • waterjet
  • ultrasonic joining
  • friction-stir welding

Materials & powders

  • Classification
  • granulation
  • degassing
  • impregnation
  • debinding
  • freeze drying

Surface & thin-film treatment

  • Shot peening
  • anodizing
  • plasma treatment
  • ion implantation
  • sputtering
  • vacuum deposition

Electronics, optics & fine assembly

  • Wire bonding
  • die attach
  • underfill
  • lens alignment
  • fiber splicing
  • sensor calibration

Hygiene, environment & support

  • CIP cleaning
  • SIP sterilization
  • dust collection
  • solvent recovery
  • wastewater treatment
  • ultrapure water supply

Special testing & additive manufacturing

  • Nondestructive testing
  • durability testing
  • environmental testing
  • additive manufacturing
  • post-curing
  • precision cleaning

These are application examples. Controller connections, signals and permitted control scope are agreed after site assessment. Real-time anomaly detection models are configured separately for the task.

Start together

Tell us what you want to improve first.

Tell us about your equipment, data and priorities to review a path from connection to operations.

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