Zenaiyo Data

Scope a labeling pilot before you buy volume

Models need ground truth. We help you define the task, guidelines, and pilot metrics—then you book execution with eyes open.

What we help with

Pilot-first labeling for real model tasks.

  • Text: classification, NER, intent, ratings.
  • Vision: boxes, attributes, common segmentation needs.
  • Preference pairs for alignment-style work.
  • Gold sets and agreement targets before scale.

What you get on the call

  • Draft rubric aligned to your model task.
  • Pilot size and success metrics.
  • Clear modality fit—or an honest pass.
  • Option to combine with buy/sell if supply is open.

When to start here

You have (or can license) raw data but need labels. Need a source set first? Start on Buy.

Data labeling FAQ

Scope a pilot—then book the call.

Is labeling self-serve here?

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Not yet. Book a labeling scoping call for guidelines, pilot size, and quality bar.

What modalities can you cover?

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How do you keep quality high?

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Can labeling pair with buying data?

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How do I start?

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Ready to scope labeling?

Share task, modality, and volume—we propose a pilot.

Book a labeling scoping call

Data labeling scoping for AI teams

Turn raw corpora into training signal with guidelines, gold sets, and a pilot before you scale annotators.

Book a labeling scoping call to lock task, modality, and quality bar.

  • Text, vision, and preference annotation.
  • Pilot metrics before volume spend.
  • Pair with buy or sell when supply is open.