INDUSTRY FIELD GUIDE
Auto detailing surface comparison and task video for AI
Troveo publicly markets egocentric video of hands, tools and objects for physical AI.
NAICS 811198 · All Other Automotive Repair and Maintenance
Troveo publicly markets egocentric video of hands, tools and objects for physical AI. An independent detailer can demonstrate a bounded surface cleaning task with an approved panel and its own camera. Public supplier categories are useful when checking fit with a buyer’s current brief. Troveo egocentric video guide · U.S. Census 2022 NAICS manual
Choose a removable training panel, add a washable prop mark and record the reach, wipe and inspection as separate observable events. Use the same lighting for a fixed before-and-after shot. Preserve a second clip where glare prevents confident comparison. A reviewer should score the visibility of the motion and the supported surface outcome separately.
Get rights from the camera operator, any performer and the location owner. Keep plates, owner property and nearby vehicle reflections out of the shot.
Describe a detailing demonstration
Original Fiund exercise
Visible wiping motion and a supported surface outcome need separate labels
An owned removable panel has a washable practice mark. Original view records describe a bounded reach-and-wipe demonstration without a customer vehicle or product claim.
| Record | Source | What it records |
|---|---|---|
| DT1 | Fixed before view | Panel P label readable; practice mark M clearly visible under light L. |
| DT2 | First-person clip | Hand reaches P, cloth crosses M's region, then leaves. Final surface partly hidden by the cloth. |
| DT3 | After views | Fixed view under L shows M no longer visible in its region. A second oblique view has glare obscuring the same region. |
Question for the model
Which evidence supports the action sequence and the visible change, and can the glare view alone establish the outcome?
Show the reference answer and checks
DT2 supports the visible reach and cloth-crossing sequence, but its partly hidden ending does not itself establish the surface result. DT1 and DT3's matched fixed view support that M is visible before and no longer visible afterward under L. The glare-affected view alone is insufficient. Keep motion visibility and supported appearance change separate without claiming a hidden cleaning quality, durability or chemical effect.
- Inferring a successful surface outcome from the wiping motion alone.
- Treating glare-hidden material as an observed absence of the mark.
Fields to preserve
- Panel and marked region
- Defines a valid before/after pair.
- Light and camera view
- Preserves comparison conditions.
- Action and outcome labels
- Separates what moved from what the surface evidence shows.
Test another case
Use a second panel where the mark remains visible after the same cloth motion. Require the outcome label to follow the fixed views rather than the repeated action pattern.
Use owned training material with performer, camera and location authority. Exclude plates, customer property, reflections of others and actual commercial treatment claims.
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.