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INDUSTRY SECTOR · NAICS 23

Construction 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.

32 industry guides. Search all industries and codes →

Can plumbing companies license job records or first-person training footage?

An anonymized service ticket and a first-person camera recording teach different things.

238220 Plumbing, Heating, and Air-Conditioning Contractors

Commercial building turnover records for AI review

A contractor can complete an item while the owner’s acceptance is still open.

236220 Commercial and Institutional Building Construction

Concrete coating area and finish records for AI

A coating log can name the material without showing which section received the documented work.

238390 Other Building Finishing Contractors

Concrete placement and specimen records for AI review

A cylinder result may carry the same date as a pour without being its specimen.

238110 Poured Concrete Foundation and Structure Contractors

Curtain wall panel interface records for AI review

A panel can appear in the correct elevation while a photograph actually shows a neighboring interface.

238190 Other Foundation, Structure, and Building Exterior Contractors

Custom home selection and installation records for AI

An owner can approve a window selection while the site packet still shows the prior opening.

236115 New Single-Family Housing Construction (except For-Sale Builders)

Drywall and insulation pre-close evidence for AI

Once a wall is closed, a finish photo cannot show what was installed behind it.

238310 Drywall and Insulation Contractors

Electrical contractor data for AI starts with a controlled training setup

Electrical service companies know how technicians turn a messy symptom into a verified repair.

238210 Electrical Contractors and Other Wiring Installation Contractors

Elevator installation handoff documents for AI review

A work packet can contain a supplier report, installer acknowledgment and independent acceptance record.

238290 Other Building Equipment Contractors

Finish carpentry and millwork fit checks for AI training

A useful finish carpentry recording shows why a piece fits one opening and fails another.

238350 Finish Carpentry Contractors · 321918 Other Millwork (including Flooring)

Flooring subfloor measurement data for AI review

A measurement in a flooring packet can be valid for one room and stale for another.

238330 Flooring Contractors

Framing component identification data for AI evaluation

A framing drawing and a photo can use different orientations.

238130 Framing Contractors

Glazing pane label and orientation data for AI

A pane label can identify a product while leaving its orientation ambiguous in a photograph.

238150 Glass and Glazing Contractors

Heavy civil earthwork lift records for AI review

A test can refer to one layer of placed material while the report lists another.

237990 Other Heavy and Civil Engineering Construction

HVAC diagnostics data for evaluating AI fault review

A technician may see two alarms that look alike while the system’s operating conditions point to different causes.

238220 Heating and air-conditioning contractors

Industrial building submittal and installation data for AI

A component can appear in a proposed substitution before it is authorized for installation.

236210 Industrial Building Construction

Land subdivision phase and inspection records for AI

An inspection can name a project but cover only one phase.

237210 Land Subdivision

Masonry layout observation data for AI evaluation

A practice wall can look consistent until the pattern changes at a corner.

238140 Masonry Contractors

Multifamily punch list and closeout records for AI

Two apartments can have the same room labels and different punch lists.

236116 New Multifamily Housing Construction (except For-Sale Builders)

Painting and wall-covering samples for visual AI quality checks

A camera may confuse a shadow with a coating defect or miss a seam that appears only at an oblique angle.

238320 Painting and Wall Covering Contractors

Pipeline construction joint records for offline AI testing

One joint can have an initial work record and a later replacement.

237120 Oil and Gas Pipeline and Related Structures Construction

Power and communications conduit identity data for AI

Two conduit labels may appear interchangeable until the reviewer checks the drawing revision and the observed ID.

237130 Power and Communication Line and Related Structures Construction

Production home option package records for AI review

A standard floor plan can be used across many lots with different option packages.

236117 New Housing For-Sale Builders

Remodeling change-order records for AI workflow evaluation

A remodeling change order can record who identified an unforeseen condition, which scope changed and who approved the revised work.

236118 Residential Remodelers

Roadwork material ticket and placement data for AI

A delivery ticket can show that material arrived.

237310 Highway, Street, and Bridge Construction

Roof flashing evidence for offline AI review

One photo can show a visible detail while hiding the connection behind it.

238160 Roofing Contractors

Scaffold component identity data for AI review

A component can have a visible identifier without enough evidence to verify its condition or compatibility.

238990 All Other Specialty Trade Contractors

Siding and drainage layer image data for AI

A finished siding photo can show cladding while hiding the layers behind it.

238170 Siding Contractors

Site preparation grade and recheck records for AI

Two grading readings may look comparable while referencing different benchmarks.

238910 Site Preparation Contractors

Structural steel and precast member identity data for AI

A drawing and an installed member may have similar marks for different locations.

238120 Structural Steel and Precast Concrete Contractors

Tile and terrazzo surface observation data for AI

A shadow can exaggerate a surface difference in a finished sample.

238340 Tile and Terrazzo Contractors

Water and sewer installation evidence for AI review

A photo taken before cover can document a connection without identifying which segment it belongs to.

237110 Water and Sewer Line and Related Structures Construction

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