Skip to content

INDUSTRY SECTOR · NAICS 81

Repair, personal and other services data for AI

Choose the work you know. Each guide identifies a specific source relationship, a proposed model task and an original exercise with records and an answer key.

43 industry guides. Search all industries and codes →

Appliance model and parts compatibility records for AI

The last characters of a model number can change which spare part is supported.

811412 Appliance Repair and Maintenance

Auto detailing surface comparison and task video for AI

Troveo publicly markets egocentric video of hands, tools and objects for physical AI.

811198 All Other Automotive Repair and Maintenance

Auto glass fitment and calibration evidence for AI

Two windshield variants can look alike while supporting different camera brackets.

811122 Automotive Glass Replacement Shops

Auto repair data for AI fault diagnosis and tool recognition

The most useful record in a repair bay can be the observation that rules out a wrong explanation.

811111 General Automotive Repair

Barber station setup and tool handling data for AI

A shop can show the difference between selecting a tool, setting it aside after use and completing a station reset.

812111 Barber Shops

Beauty salon color swatch and service version data for AI

A swatch can appear different because lighting changed, a different fiber was used or the sample was mislabeled.

812112 Beauty Salons

Car wash cycle and water measurement records for AI

A wash operator can test whether software understands the difference between fresh intake, reclaimed flow and a combined reading.

811192 Car Washes

Cemetery plot index and map revision data for AI

A section label can be repeated across maps or change between revisions.

812220 Cemeteries and Crematories

Charitable goods donation and acknowledgment records for AI

An in-kind program may have a promised donation, an intake count and an acknowledgment with a different scope.

813219 Other Grantmaking and Giving Services

Civic club event motions and minutes data for AI

A club may put several event proposals on an agenda and approve a narrower version in the minutes.

813410 Civic and Social Organizations

Collision shop panel condition and repair evidence for AI

An estimate can name a repair zone that is hard to locate in a tightly cropped photo.

811121 Automotive Body, Paint, and Interior Repair and Maintenance

Commercial laundry and linen handling data for AI

A laundry workflow can teach a model how a bundle is sorted, tracked and inspected.

812320 Drycleaning and Laundry Services (except Coin-Operated) · 812331 Linen Supply

Conservation observation and validation records for AI

A volunteer’s observation and an expert’s later identification have different evidence.

813312 Environment, Conservation and Wildlife Organizations

Electronics bench-repair data for AI troubleshooting

An electronics repair example is useful when a visible symptom, a measurement and the verified root cause tell different parts of the story.

811210 Electronic and Precision Equipment Repair and Maintenance

Footwear and leather repair condition data for AI

On a shoe or bag, surface marks, folds and worn edges can look similar in one photo.

811430 Footwear and Leather Goods Repair

Foundation grant milestone and report records for AI

A grant report may arrive by a deadline while the underlying milestone is still under review.

813211 Grantmaking Foundations

Funeral home price list and option records for AI

A family may receive an itemized price list, an estimate and a later selection record.

812210 Funeral Homes and Funeral Services

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.

811420 Reupholstery and Furniture Repair

Garden equipment accessory fitment and repair video for AI

A repair counter can show the visible difference between two similar accessory fittings without filming a full repair.

811411 Home and Garden Equipment Repair and Maintenance

Household employment schedule and time evidence for AI

A posted household work schedule can differ from the actual recorded time.

814110 Private Households

Human rights organization evidence classification for AI

A human rights group may separate a reported concern, corroborating material and language approved for publication.

813311 Human Rights Organizations

Industrial laundry batch segregation and release data for AI

Industrial launderers can track a batch through collection, processing and return.

812332 Industrial Launderers

Industrial machinery repair verification and service release data for AI

A bench repair ticket may be complete while the equipment owner’s return-to-service approval is still pending.

811310 Commercial and Industrial Machinery and Equipment (except Automotive and Electronic) Repair and Maintenance

Laundromat loading and unloading task video for AI

Physical Intelligence documents training and evaluation across tasks including laundry handling.

812310 Coin-Operated Laundries and Drycleaners

Musical instrument repair reference tone data for AI

A repairer can demonstrate whether an audible change tracks an adjustment or a changed recording setup.

811490 Other Personal and Household Goods Repair and Maintenance

Nail salon tool tray and workstation evidence for AI

An overhead image can show that a tray changed.

812113 Nail Salons

Oil change service and used-oil records for AI

A quick-lube shop may track what product went into a particular job and document removed oil in a separate shop record.

811191 Automotive Oil Change and Lubrication Shops

One-hour photo proof and fulfillment version data for AI

A fast photo counter can receive an order with a later crop correction while the original proof is still in the queue.

812922 One-Hour Photofinishing

Parking garage space status and signage records for AI

A garage map can show a space even after a temporary closure changes current availability.

812930 Parking Lots and Garages

Pet service station workflows for AI task evaluation

A grooming or boarding team can demonstrate setup and cleanup with mock equipment.

812910 Pet Care (except Veterinary) Services

Photo lab scan masters and derivative lineage data for AI

A lab may preserve a master scan and export a cropped or color-adjusted derivative.

812921 Photofinishing Laboratories (except One-Hour)

Political organization disclosure and source version records for AI

A draft message and a released version may carry different disclaimer text.

813940 Political Organizations

Professional association guidance and publication version data for AI

A professional organization may issue a draft for comment before approving a later version.

813920 Professional Organizations

Religious organization archive recording and permission data for AI

A congregation may have a recording it can publish and still need separate authorization for AI use of a guest’s voice, written text or music.

813110 Religious Organizations

Social advocacy statement and endorsement records for AI

Coalition copy often passes through rounds of edits.

813319 Other Social Advocacy Organizations

Specialized auto repair diagnostic and recheck data for AI

A transmission or brake specialist can show how a technician connects a reported symptom, a test result and a post-repair observation.

811114 Specialized Automotive Repair

Tattoo studio supply label and lot evidence for AI

A studio can build an inventory evaluation around a label and a record that appears to name the same material.

812199 Other Personal Care Services

Tenant association shared-area decision records for AI

A tenant group can use an original records exercise to distinguish a committee recommendation from an adopted decision about a shared area.

813990 Other Similar Organizations (except Business, Professional, Labor, and Political Organizations)

Trade association survey definitions and data basis for AI

An association can publish two similar-looking survey results based on different groups.

813910 Business Associations

Union notice and meeting revision records for AI

A meeting notice may circulate before a correction changes a room or time.

813930 Labor Unions and Similar Labor Organizations

Voluntary health organization educational material data for AI

A health charity may publish educational materials in several formats and update the approved wording over time.

813212 Voluntary Health Organizations

Wedding planning schedule and vendor confirmation records for AI

When a timeline changes, a planner needs to know who received the revision and which vendors acknowledged it.

812990 All Other Personal Services

Weight management program materials and claim evidence for AI

A program may publish several versions of an overview with different eligibility language, activity descriptions or outcome claims.

812191 Diet and Weight Reducing Centers

Before preparing real records, review the sample and evaluation method and the applicable contributor terms.