24 guides
Industry field guides
Worked examples and worksheets for preparing a sample from a particular business workflow.
Guides in this topic
Includes worksheet
Plan a sample of business data for AI
Turn one company decision into a reviewable AI data sample, with a source map, a reference answer, excluded fields and a downloadable planning worksheet.
Includes worksheet
Who buys company workflow data for AI?
Scale AI, Appen, Troveo and micro1 publicly invite companies to discuss licensing operational data.
Includes worksheet
Who buys logistics workflow data for AI?
A freight business can describe a useful workflow before offering a system export.
Includes worksheet
How to prepare a financial workflow data sample for AI
Start with one task a reviewer can verify.
Includes worksheet
How construction and trade teams can contribute data for AI
A contractor may be able to show an approved task on a tabletop or explain how a project record changed.
Includes worksheet
Make a segment-level rights inventory for media and publishing
A station can own its spoken links and still carry music, syndicated inserts or advertisements it cannot offer for training.
Includes worksheet
Build an AI evaluation sample from original teaching materials
A tutoring provider, instructor or curriculum team can show one task without exporting student records.
Includes worksheet
Build an AI evaluation sample for service handoffs
A job ticket can show that a request arrived.
Includes worksheet
What repair and service businesses can record for AI
A repair shop can contribute two very different kinds of evidence.
Includes worksheet
Build an AI evaluation from professional work
An expert can contribute a valuable evaluation by writing a realistic task, specifying the allowed evidence and showing how to grade an answer.
Includes worksheet
What health care and social services teams can contribute to AI
A dental office can record a tray setup with consenting staff and a practice model.
Includes worksheet
Build a public-sector AI evaluation from versioned records
A public office can evaluate whether an AI assistant quotes an adopted document, preserves a reporting definition or notices missing approval.
Includes worksheet
What retailers can contribute to AI training and evaluation
A retailer can demonstrate how staff restock a shelf, show how an inventory change is recorded or write a task that tests how a model resolves an exception.
Includes worksheet
What wholesalers can contribute to AI training and evaluation
A distributor can demonstrate a receiving check, document a split lot or write an exercise about an unresolved order.
Includes worksheet
What food and textile manufacturers can contribute to AI
A manufacturer considering data licensing should begin with a decision that a reviewer can verify.
Includes worksheet
Can wood, paper, glass and metal manufacturers sell data for AI?
A material manufacturer can propose data that shows how a product was identified, transformed, inspected and resolved.
Includes worksheet
Can chemical and polymer manufacturers license data for AI?
A chemical or polymer manufacturer can propose data that shows how a reviewer identifies material, selects the correct record and reaches a supported conclusion.
Includes worksheet
What machinery and electronics manufacturers can contribute to AI
A manufacturer can propose data that shows how an expert checks a configuration, interprets a measurement or verifies an assembly.
Includes worksheet
What fabricated and specialty product manufacturers can contribute to AI
Useful manufacturing data can connect part identity, the views available, an executed record and an expert's review decision.
Includes worksheet
What transportation and furniture manufacturers can contribute to AI
An order describes what someone wanted.
Includes worksheet
First-person video capture checklist for an AI data pilot
Plan a controlled task, source views, timing, permission records and a reviewable outcome before recording a larger first-person AI dataset.
Includes worksheet
AI data vendor diligence checklist: compare one specimen brief
Compare source licensing, collection, annotation and expert work using the same task, accepted unit, specimen delivery and rights questions.
Includes worksheet
Manufacturing AI sample worksheet: visible state and matching evidence
Build an original manufacturing evaluation around a practice fixture, matching records, a reference answer and a deliberately incomplete view.
Includes worksheet
Plan a farm, forest or fishery AI data sample
Use original examples to separate farm operating states, nursery lot lineage and fishery observations, with task-specific source and permission checks.
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