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INDUSTRY FIELD GUIDE

Furniture upholstery repair task video for AI

A reupholstery shop can show how a technician aligns a fabric edge with a frame and checks that the seam follows the intended reference line.

By Fiund · Updated 2026-11-05

NAICS 811420 · Reupholstery and Furniture Repair

A reupholstery shop can show how a technician aligns a fabric edge with a frame and checks that the seam follows the intended reference line. Troveo’s physical AI guide describes close-up manipulation and repeated task demonstrations. Ask whether a fabric alignment task matches a specific model brief before recording a batch. Troveo robotics data guide

Use a shop-owned training frame and solid-color offcuts. Capture an overhead reference and a first-person view. Mark placement, repositioning and visual inspection in the time log. Include a clip with one hand blocking the final edge so a reviewer can flag visibility rather than infer a finished result.

Use original footage, cleared fabric designs and adult participants who agree to the proposed AI use. Keep customer interiors and powered fastening tools outside the demonstration.

Describe an upholstery workflow sample

Original Fiund exercise

An aligned placement can remain unverified when a hand hides the final edge

An owned training frame and solid-color fabric offcuts form a safe original demonstration. No fastening tool, customer interior or protected fabric design is included.

Fictional records supplied to the evaluator
RecordSourceWhat it records
US1Overhead referenceFrame F has line R; fabric edge E initially crosses R. Frame and edge labels visible.
US2First-person clipHand repositions E toward R at 00:06. At 00:09 the hand covers the final edge-to-line relationship.
US3Independent second viewFrame F and E labels visible after the hand moves; edge E follows R in the shown region. Unseen rear region not reviewed.

Question for the model

Which event supports repositioning and which view supports the final visible alignment, without inferring a hidden region or completed repair?

Show the reference answer and checks

US2 supports the visible repositioning at 00:06 but leaves the final relationship hidden at 00:09. US3 separately supports E following R in its shown region on the identified frame. US1 supplies the initial comparison. Keep the action and final appearance findings tied to their views; neither establishes the unseen rear region, fastening quality or a fully completed upholstery repair.

  • Calling an intended repositioning a verified final alignment while the hand blocks it.
  • Extending a front-region observation to the unseen rear or hidden fastening condition.

Fields to preserve

Frame, edge and reference line
Defines the alignment relationship.
Action time and hand occlusion
Shows when the evidence becomes insufficient.
Independent final-view scope
Limits the observed outcome to the visible region.

Test another case

Provide a clear final view where E misses R after the same repositioning motion. Require the result label to follow the final evidence rather than the action's apparent intent.

Use approved frames, cleared offcuts and consenting adults. Exclude customer interiors and powered fastening tools.

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