
Datoric's build-to-spec data collection service for AI teams.
Datoric's custom data collection programs build multimodal training data to a buyer's specification across voice, video, computer use, robotics, and physical AI. Each program runs through scope definition, to-spec contributor recruitment, collection and labeling, QA and pilot acceptance, then delivery and scale, with the pilot gated on agreed acceptance criteria before any scale-up.
Programs are engagement-specific and licensed directly, with rights, consent, and provenance records delivered alongside the dataset for buyer legal review.


Ready-to-license expert-authored datasets for AI post-training across professional, coding, search, and multimodal tasks.


Wirestock AI Training Data sources licensed multimodal datasets and custom content for model training.


Appen Data Catalog licenses 597 off-the-shelf AI training datasets for immediate model training, fine-tuning, and evaluation.


Defined.ai Data Marketplace sells licensed datasets and custom data collection for AI training.


A self-service marketplace for discovering, evaluating, and acquiring production-ready AI training datasets with built-in governance and human enhancement.


A data lab that collects and synchronizes multimodal embodied intelligence data to train robotics and physical AI systems.


Centific's data annotation and labeling platform that transforms raw data into model-ready assets with traceability and quality controls.



Scale Data Engine collects, curates, and annotates data to train, evaluate, and improve machine-learning models.




Instance verifies robot task completion from camera footage, returning grounded success evidence for every episode.


Robotics Data Infrastructure is XDOF's data pipeline, collection, and annotation platform for robotics foundation models.


MangoDesk's platform spins up bespoke annotation pipelines for AI evaluation.


Luel operates a two-sided marketplace for on-demand video and audio training data, connecting AI enterprises with a distributed contributor network.
Ready-to-license expert-authored datasets for AI post-training across professional, coding, search, and multimodal tasks.

Wirestock AI Training Data sources licensed multimodal datasets and custom content for model training.

Appen Data Catalog licenses 597 off-the-shelf AI training datasets for immediate model training, fine-tuning, and evaluation.

Defined.ai Data Marketplace sells licensed datasets and custom data collection for AI training.

A self-service marketplace for discovering, evaluating, and acquiring production-ready AI training datasets with built-in governance and human enhancement.

A data lab that collects and synchronizes multimodal embodied intelligence data to train robotics and physical AI systems.

Centific's data annotation and labeling platform that transforms raw data into model-ready assets with traceability and quality controls.

Markov's computer-use and gameplay training-data offering.

Scale Data Engine collects, curates, and annotates data to train, evaluate, and improve machine-learning models.

Realm is micro1's data engine of RL environments and expert production.

Ango Hub is iMerit's human-in-the-loop data platform for AI development, combining annotation, workflow design, validation, and analytics.

Instance verifies robot task completion from camera footage, returning grounded success evidence for every episode.

Robotics Data Infrastructure is XDOF's data pipeline, collection, and annotation platform for robotics foundation models.

MangoDesk's platform spins up bespoke annotation pipelines for AI evaluation.

Luel operates a two-sided marketplace for on-demand video and audio training data, connecting AI enterprises with a distributed contributor network.
