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Use case

Industrial Part Identification & Verification

4 June 2025

Vision Agent used
A large construction site with tower cranes and stacked building materials

Industrial operations often handle hundreds or thousands of components that look similar, move between locations and are difficult to identify quickly.

A wrong fitting, assembly, tool or replacement part can cause rework, delays or stop a job entirely.

Tiliter uses visual AI to help teams identify physical parts from images and verify that the component in front of them is the one the process expects.

Explore Parts Verification →

Identify the part in front of you

Barcodes, labels and part numbers work well when they are visible and reliable. In industrial environments, they often aren’t.

Labels can be damaged, painted over or difficult to access. Components may be removed from their original packaging. Visually similar variants may sit next to each other.

Tiliter adds another signal: what the physical component actually looks like. Capture an image from a phone, industrial device or camera and compare the part against known references or the expected component.

Where it helps

Incoming goods

Verify that received components match what was ordered before they enter inventory.

Picking and kitting

Confirm that the selected component is the correct variant for the job or work order.

Assembly

Check critical components before they are installed and mistakes become more expensive.

Maintenance and MRO

Identify worn, unlabelled or unfamiliar components and verify replacement parts before maintenance proceeds.

Dispatch

Confirm the correct item is leaving the warehouse or yard and retain visual evidence of what was shipped.

Inventory

Help teams identify physical components during stocktakes and cycle counts where labels alone are inconvenient or unreliable.

Especially useful when parts look alike

Many industrial errors aren’t caused by completely different products. They’re caused by components that are almost the same:

  • different sizes
  • different connection points
  • straight vs angled fittings
  • different thread or bore dimensions
  • similar assemblies with small configuration differences
  • visually similar revisions or variants

These are exactly the mistakes that can make it surprisingly far through a process before someone notices. Visual verification adds another opportunity to catch them earlier.

Identification and verification are different

Sometimes the question is: “What part is this?” Tiliter can compare the image against known part references and return the most likely match.

Other times the process already knows what should be there: “This should be Part A. Is it?” That turns the problem into visual verification. The expected part can come from a pick list, order, work instruction, inventory system or another operational workflow.

For the complete workflow, see Parts Verification →

Built to complement existing systems

Tiliter isn’t intended to replace ERP, WMS, barcode or RFID systems. Those systems tell the operation what should be happening. Visual AI provides another way to check what is actually physically present.

  • Barcode / RFID: identifies the label or tag.
  • Operational system: knows what is expected.
  • Tiliter: checks the physical object.

Used together, they provide a stronger verification workflow than any one signal alone.

Use the camera that fits the operation

Visual checks can start with:

  • smartphones and tablets
  • industrial handhelds
  • workstation cameras
  • fixed cameras
  • existing imaging hardware

Start with a simple image-based workflow and integrate more deeply when the use case proves valuable.

Catch the mistake earlier

The cost of a wrong component usually increases the further it travels.

  • Receiving: easy to return or correct.
  • Inventory and picking: creates additional handling and disruption.
  • Assembly: can cause rework or production delays.
  • Production and maintenance: may stop work entirely.

The value of visual verification isn’t the image check itself. It’s the downstream mistake that never happens.

Explore the complete Parts Verification workflow

See how Tiliter can match components against your parts list, verify them against expected parts and surface uncertain results for review.

Explore Parts Verification →

Ready to turn images into operational data?

Build visual verification workflows and deploy them through mobile, web, cameras or your existing systems. Deployed in thousands of locations worldwide and ready to scale with your operations.