Provider by provider

Training data by provider: what each one's own site says it supplies

Updated

Each provider on the board has its own line for what it supplies. Here is that line, quoted or kept close to the provider's words, grouped by the kind of data the board reads it as.

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Expert and RLHF data

Snorkel AI's home page says it helps frontier labs and AI teams develop specialized training data and environments.

Surge AI's home page offers "New Frontier data and RL environments, off the shelf".

Annotation and labelling

Scale's Data Engine page describes collecting, curating and annotating data, and says it can provide high-quality labels from domain experts.

Source: Scale AI, Data Engine

Appen's AI training data page covers annotation, labeling and collection across text, image, audio, video and geospatial data.

Source: Appen, AI training data services

Data marketplaces

Defined.ai's marketplace listed 819 datasets when it was read, among them 99,500 hours of English meeting recordings with video, audio, transcripts and metadata.

Source: Defined.ai, dataset marketplace

AssetHub lists AI labs and model developers among the buyers it connects with companies' code and workspace data.

Source: SimpleClosure, AssetHub product page

Licensed corpora

Mercor, micro1, Nyne, Protege and Troveo mainly supply data licensed from the businesses that hold it; the enterprise data licensing page quotes each of them.

No answer on the page read

Innodata's home page, as read, does not name a main kind of data; it speaks of providing the data, evaluation frameworks and human expertise to build AI systems.

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Sources

This site's own dataset, every figure quoted from its source and dated:

Compare the providers side by side

Kind of data, stated sourcing and data owner programmes, one provider to a row.

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