INDUSTRY SECTOR · NAICS 54
Professional and technical 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.
47 industry guides. Search all industries and codes →
Advertising agency creative variants and disclosure evidence for AI
A disclosure present in a desktop advertisement may disappear when the layout is cropped for another placement.
Architecture drawing issue and model revision data for AI
A drawing set and a model export can carry different revisions for the same element.
Biotechnology sample batch and assay evidence for AI
A readout can be linked to the right sample while the batch’s control remains unresolved.
Bookkeeping invoice, credit and receipt matching data for AI
A bookkeeping service can demonstrate why a bank payment alone may leave the intended invoice or credit uncertain.
Building inspection moisture observations and image data for AI
A photo can document visible discoloration without establishing its cause.
Computer facilities restore and recovery evidence for AI
A managed facility can see a backup marked complete before anyone has verified a restore.
CPA workpaper tie-out and audit evidence for AI
A CPA practice can show how to trace an adjusted balance back to a workpaper and supporting evidence.
Custom software issue, patch and regression test data for AI
A software firm can demonstrate whether a patch fixes the reported behavior while preserving an unrelated case.
Direct mail creative and bundle preparation data for AI
A mailing order can specify an updated mailpiece while the bundle worksheet still references an older revision.
Display advertising face and installation evidence for AI
A display structure can have two faces with different creative and installation dates.
Drafting markup and drawing dimension revision data for AI
Drafting services often receive a markup, revise a source drawing and issue a new copy.
Energy consulting measurement baseline and comparison data for AI
Technical energy consultants compare measurements across periods with different operating conditions.
Engineering requirements and verification records for AI
A verification matrix connects requirements to the evidence used to check them.
Environmental consulting site history and data gap records for AI
A site history may contain property uses for several years and a gap where the available records show little.
Flyer and sample distribution handoff data for AI
A distributor can test whether software keeps packed quantities separate from assigned packets and returns.
Geophysical survey line and seismic trace metadata for AI
A profile image may look complete while its export leaves out traces or records them under a different timing convention.
Graphic design variants and source asset rights data for AI
A design team can reuse a composition while changing the assets, crop and text for a different channel.
How photographers can license original images for AI training
Start with a shoot you controlled from planning through delivery.
HR consulting job analysis and competency evidence for AI
Job analysis connects tasks and required competencies.
Industrial design prototype and fit-check data for AI
A prototype may look like an approved model while a small change affects how two parts fit.
Interior design finish selections and room schedule data for AI
A finish board can show several attractive options while the room schedule records which finish was approved.
Land survey control points and datum metadata for AI
Two coordinate tables can share point names while using different datums, units or epochs.
Landscape architecture path alignment and site records for AI
An outdoor route can move between plan versions while an older grade annotation remains in circulation.
Law firm contract redline and approval evidence for AI
Legal AI researchers need tasks with a reviewable outcome.
Logistics consulting process-event and elapsed time data for AI
A process map can show goods waiting at a dock before handling starts.
Managed IT service desk records for AI ticket escalation
A managed service desk must account for the client’s permissions as well as the technical facts.
Management consulting project baselines and change records for AI
An advisor can teach a model to distinguish variance against an original schedule from variance against an approved revision.
Marketing consulting campaign measurement and claim evidence for AI
A campaign can show a rise in inquiries during a test period while leaving its causal impact uncertain.
Media buying deal and delivery reconciliation data for AI
A media buyer may have a booking, a delivery report and a reconciliation based on different reporting windows.
Media representative inventory and seller authorization data for AI
A media representative can offer a placement within an authorized property while a similar property falls outside its scope.
Nanotechnology microscopy scale and measurement evidence for AI
A visually similar particle can have a different measured size when images use different magnification or preparation.
Notary certificate and journal matching data for AI
A notary office can test a model on matching records while leaving the validity of any notarization to authorized people.
Payroll provider time correction and processing evidence for AI
A payroll provider receives corrections from employers and keeps separate evidence of whether those changes were accepted and processed.
Process service attempts and proof records for AI
A service company can build an evidence exercise around assignment, attempt and later proof.
Promotional product proof and order data for AI
A promotional product distributor can receive separate approvals for the item color, imprint and packaging.
Public relations statement and correction records for AI
A press pitch may circulate before an agency issues a correction or the client approves revised language.
Scientific research measurement and condition records for AI
An apparent replication can differ in test conditions, equipment or the version of the analysis.
Social science codebooks and annotation revision data for AI
A theme code can change meaning between annotation rounds.
Survey wording and weighting records for AI
Two surveys can report similar percentages while asking different questions or using different weights.
Tax preparation source document and correction data for AI
A tax preparer can test whether software notices that a corrected statement replaced a previous upload.
Testing laboratory records for evaluating AI measurement review
A test result is useful to an AI reviewer only if the supporting measurement can be traced.
Textile design repeat and swatch proof data for AI
A motif can look correct as a single tile while a seam becomes visible once it repeats.
Title and settlement fee lineage data for AI
A title office may receive an estimate, a revised invoice and a final settlement disclosure containing similar charge descriptions.
Translation glossary and terminology decision data for AI
The same source term can have different approved translations for different audiences or regions.
Utilities management consulting metric scope data for AI
A utility operations dashboard may change which service area or customers a summary covers.
Veterinary visit and follow-up documentation data for AI
A veterinary practice may have an owner’s observation, a clinician’s visit note and a separate follow-up acknowledgment.
Weather forecast issue and verification window data for AI
A weather provider can test whether a model matches a forecast’s valid period to the correct observations.
Before preparing real records, review the sample and evaluation method and the applicable contributor terms.