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INDUSTRY FIELD GUIDE

Plastic plumbing fixture data for AI kit and component review

Plastic plumbing fixtures form a specific Census category.

By Fiund · Updated 2026-11-05

NAICS 326191 · Plastics Plumbing Fixture Manufacturing

Plastic plumbing fixtures form a specific Census category. An original dataset can focus on the complete component set required by a fictional assembly instruction rather than an unsupported performance judgment. Census plastic fixture scope

Design a simple fixture-shaped paper prop, a parts list and a mock packing record. Give two variants similar shells but different mounting-component references. Ask the assistant which kit matches the executed order. Include a kit with the correct total component count but the wrong spacer, plus a bag whose label is hidden. The reviewer key should identify the mismatch and preserve the unidentified bag as unresolved.

Annotate fixture variant, component, quantity, order revision and evidence view. Evaluation can change the shell outline and parts-list layout. Score counting without checking component identity, wrong-variant matching and invented hidden labels independently. The key should compare the supplied records without asserting installation approval, sealing performance or compatibility with an actual system.

Use original designs, neutral props and invented identifiers. Customer drawings, branded components, certification artwork and supplier documents require appropriate authority. A licensing brief should state the kit-review task and independently checked examples. Confirm buyer requirements before preparing more commercial records or capture.

Discuss this original manufacturing sample with Fiund

Original Fiund exercise

A correct package count with the wrong mounting piece

Paper parts represent an invented fixture kit and carry asymmetric letter tags.

Fictional records supplied to the evaluator
RecordSourceWhat it records
1Parts listModel F2 needs body B1, flat clip C2 and angle clip C3.
2Packing imageVisible B1, C2, C2; all labels legible.
3Pack counterThree items scanned.

Question for the model

What should the pack reviewer report?

Show the reference answer and checks

The total count in record 3 matches the expected three, but record 2 has two C2 clips and lacks C3 under record 1. Flag one duplicate and one missing item while retaining B1 as matched. A three-item count does not establish kit completeness.

  • Relying on aggregate count
  • Combining distinct clips into one unlabeled class

Fields to preserve

expected_part_key
Defines each kit slot
observed_multiplicity
Detects duplicates by part
label_visibility
Gates positive item identity

Test another case

Use a hidden tag with a visible angled silhouette; require provisional shape evidence rather than inventing its ID.

No plumbing fit or installation advice, real fixture designs or customer shipments.

Download this fictional example and answer key (JSON)

Discuss a contribution

Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.

Primary sources and further reading