How to write a training data purchase brief
Turn model requirements into a scope that a sourcing team can act on.
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Data sourcing guides
Practical reference material for AI teams defining data requirements and reviewing licensing documentation.
Buying Hebrew speech data
A specification checklist for dialect, recording quality, and documented rights.
Read guideTraining rights vs retrieval rights
Check intended uses, restrictions, and permissions before acquisition.
Read guideArabic Speech Datasets: Dialect & Code-Switching
A procurement guide for specifying Arabic speech data covering dialects, code-switching, transcription, metadata, and consent.
Read guideHow to Evaluate a Dataset Sample
A buyer procedure for judging a supplier sample: representativeness, label audit, duplicates, metadata, rights evidence and an acceptance memo.
Read guideOff-the-Shelf Data or Custom Collection?
When an existing licensed archive is enough and when to commission new collection: time, control, rights, refresh and cost.
Read guideRead our editorial policy for sourcing, AI drafting, review, and corrections.