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INDUSTRY FIELD GUIDE

Carpet manufacturing data for AI tuft and lot evidence

Carpet inspection can involve visible construction features and separate test records.

By Fiund · Updated 2026-11-05

NAICS 314110 · Carpet and Rug Mills

Carpet inspection can involve visible construction features and separate test records. CPSC publishes carpet and rug flammability guidance. Its existence provides an important evidence boundary for a sample because an appearance image cannot establish the outcome of an independent test. CPSC carpets and rugs guidance

Create an original tuft-pattern swatch, a fictional roll ledger and a mock test-report index. Photograph a skipped row and an intact section. Ask the model to identify the visible difference and select the test record linked to the roll identifier. Include a visually similar swatch from another lot and a report missing the final identifier.

Annotate image location, roll interval, recorded test reference and unresolved association. Evaluation should use a different tuft pattern and an unfamiliar report layout. Score appearance detection separately from evidence matching. The reviewer key should reject a safety conclusion derived solely from the visual condition, while still recognizing a complete document association when one is supplied.

Use self-designed swatches and invented reports. Customer patterns, commissioned designs and laboratory material need permission before licensing. Describe the proposed task in terms of visual inspection and evidence retrieval. Let the buyer's accepted specification determine the necessary product variation, test metadata and expert review before collecting a larger manufacturing archive.

Discuss this original manufacturing sample with Fiund

Original Fiund exercise

A rug sample with a cut-edge blind spot

An original tuft-pattern swatch is photographed before and after trimming. The fictional quality index assigns each report to an individual swatch.

Fictional records supplied to the evaluator
RecordSourceWhat it records
C1Roll ledgerRoll R06 yielded swatches R06-A and R06-B from separate positions.
C2Full-width viewR06-A has a three-tuft gap next to its right selvage.
C3Trimmed imageR06-A close crop ends before the right selvage.
C4Test indexReport Q3 covers R06-B only; its photograph has uninterrupted rows.

Question for the model

Can the trimmed image or Q3 overturn the visible gap label for R06-A?

Show the reference answer and checks

No. The gap label is supported for R06-A by the full-width view C2. The trimmed frame C3 omits the labeled region; it is not contrary evidence. C1 and C4 identify Q3 as evidence for another swatch, even though it shares a roll.

  • Transferring the clean label from R06-B to R06-A
  • Labeling an invisible selvage as free of gaps

Fields to preserve

swatch_position
Distinguishes samples from one roll
selvage_visible
Gates edge-region judgments by crop
tuft_run
Marks the span of the visible interruption

Test another case

Hide a missing tuft under directional pile in one view, reveal it in a second, and require an image-specific visibility label.

Use handmade patterns and inert swatches; exclude proprietary weave plans and customer test certificates.

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