Vendor review · licensed marketplace

Defined.ai

One of the older marketplaces for licensed training data — broad multi-modal catalog, marketplace model.

The verdict. A reasonable stop for off-the-shelf speech and language corpora; scrutinize per-asset rights documentation for AI-training use specifically.

Facts checked against primary sources on July 21, 2026.

  • Established catalog - years of speech/language datasets across many languages
  • Marketplace convenience - browse and buy off-the-shelf
  • Provenance depth varies by asset - diligence can be uneven
  • AI-training rights not always explicit in the base licence

What Defined.ai is

Defined.ai operates a marketplace for AI training data alongside data-collection services. Founded in 2015 as DefinedCrowd by Daniela Braga and based in Seattle, it holds ISO 27001, 27701, and 42001 certifications. In January 2025 it announced a strategic engagement with Getty Images to sell commercially-safe image datasets.

Modalities and languages they cover

Audio and speech, text, image, video, and multimodal datasets. The company cites 1.6M+ contributors across 150+ countries and 500+ languages and dialects.

Sourcing model

A mix of licensed catalog datasets and commissioned collection through its contributor network.

Rights & provenance posture

Markets rights-cleared data and publishes a standard Data License Agreement; buyers should still confirm that each asset’s licence grants AI-training rights explicitly rather than general use.

Pricing

Per-dataset marketplace pricing plus custom collection quotes; no public price list.

Where Defined.ai falls behind

As a broad catalog, per-asset provenance depth varies; buyers running serious diligence often have to chase documentation. fiund’s whole model is that the paperwork travels with the file.

Defined.ai head-to-heads

Sources

Alternatives

Weighing fiund as one of the alternatives? Read how fiund compares to Defined.ai — a first-party comparison that is explicit about where Defined.ai wins.

Frequently asked questions

Is Defined.ai rights-cleared for AI training?

Markets rights-cleared data and publishes a standard Data License Agreement; buyers should still confirm that each asset’s licence grants AI-training rights explicitly rather than general use.

What does Defined.ai cost?

Per-dataset marketplace pricing plus custom collection quotes; no public price list.

What are the best Defined.ai alternatives?

Depending on what you need, consider Troveo, Protege, Opendatabay. fiund itself focuses on owner-licensed, rights-cleared audio and video sourced to brief.

Want data you can actually defend in diligence?

fiund licenses real-world audio and video at the source, with the rights cleared before anything moves.

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