How it works

From a spec to data
you can defend.

A single, repeatable path takes your requirement from specification to delivered, licensed data, with consent established up front and quality reviewed before anything ships.

Browse datasets

The workflow

From requirement to delivered data.

Every engagement follows the same disciplined path, whether you start from a catalog dataset or a blank specification.

  1. 01

    Define the specification

    We work with your team to define exactly what the data must contain: modalities, tasks, labels, environments, and the acceptance criteria for success.

  2. 02

    Source consented contributors

    We recruit contributors who fit the specification and collect explicit consent and licensing at the point of contribution, so rights are established before any data is captured.

  3. 03

    Collect at the origin

    Contributors record voice, video, computer-use, or physical-AI data to the specification. Structured metadata, including timestamps, actions, and labels, is captured alongside the raw signal.

  4. 04

    Review and QA

    Submissions are reviewed against modality-specific signal, metadata, and labeling criteria, with redaction applied where the specification requires it.

  5. 05

    Package and pilot

    We assemble a review package so your team can assess fit, then run a pilot against your evaluation before scaling the program.

  6. 06

    Deliver with rights attached

    Accepted data is delivered with the provenance and license records defined for the engagement, through the agreed access channel.

Questions

Working with us

Can we start from an existing dataset?
Yes. Every catalog entry publishes a full buyer datasheet and links to its repository review materials. If an existing dataset fits, evaluation can begin from those records.
What if the data we need does not exist yet?
That is the common case. We run a build-to-spec collection program against your requirements, with QA and acceptance criteria agreed before collection begins.
How do we evaluate quality before buying?
Start with the published datasheet. Each repository provides its schema and sample metadata, with representative media, QA summaries, and licensing documentation available in a buyer review package.
How is delivered data accessed?
Catalog pages link to Datoric's Hugging Face access endpoints. Production delivery format and transfer method are confirmed for the engagement.