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// training data / buyer-side sourcing

source data
to spec

Turn your model requirements into a precise sourcing brief. We find and qualify licensed data against it.

audioheardocumented-rights
On this page / Builder sections
Dataset brief builderREQUEST / V1.0
Dataset requirements

Use hours for audio/video, documents or tokens for text, and items for images.

Illustrative Prefilled values are an example. Edit to match your model.
Rights and delivery constraints
Contact and review

Review your requirements before sending.

Send requirements only. Do not include datasets, sensitive records, credentials, or confidential contracts.

// sourcing scope

Modality requirements

Language is more than a tag. Define dialect, domain, and the conditions your model needs to handle.

Modality and language requirements matrix
ModalityLanguage scopeWhat to specifyDocumentation
Speech & audio Hebrew · Arabic · dialectsSample rate, speakers, alignmentConsent & training permissions
Video Spoken language & captionsFrame rate, coverage, timestampsSource & caption rights
Domain text Hebrew · Arabic · multilingualDomain, tokens, structure, refreshProvenance & usage scope
Illustrative language previewsנתוני דיבור / heبيانات الكلام / arDialect and script verified during evaluation.

// acceptance & delivery

Acceptance criteria

Agree the acceptance criteria before the full handoff. The documentation travels with the data.

Sample acceptance checklist

  • Language, dialect, and domain match the brief.
  • Annotation and alignment meet agreed thresholds.
  • Training permissions and restrictions are documented.
  • File identifiers link to provenance and rights records.
delivery-manifest/Illustrative
dataset/
├── media/
│   └── sample_he_001.wav
├── annotations.jsonl
├── data-dictionary.md
├── rights-register.csv
└── quality-report.pdf

Example package structure. Contents and transfer method are agreed for each engagement.

// working process

Delivery protocol

View the full process
  1. // source

    Source qualification

    Translate your model requirements into a sourcing scope. Identify potential sources and check the licensing path.

  2. // evaluate

    Sample evaluation

    Review a sample against your quality criteria. Check provenance, permissions, and gaps before approval.

  3. // handoff

    Dataset handoff

    Deliver the agreed format, rights register, and quality notes. Define refresh needs and support contacts.

// technical reading

Brief documentation

All guides

// procurement contact

Review your requirements

Have a complex requirement or an existing brief? Send a concise outline. No source files are needed to start.

hello@trainsetpartners.com
After submission
An on-page confirmation means your request was saved. We reply within two business days with questions or potential sources.
Before any exchange
We agree the scope, fees, confidentiality, and rights requirements. Nothing is shared without your written approval.
Commercial basis
Success-based fees agreed before work starts. The signed engagement sets payment triggers and scope.