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.
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.
- 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.
- 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.
- 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.
- 04
Review and QA
Submissions are reviewed against modality-specific signal, metadata, and labeling criteria, with redaction applied where the specification requires it.
- 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.
- 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.
Continue
More of the record
Data rights & provenance
How consent, licensing, and origin are defined and reviewed.
Quality methodology
Modality-specific checks for datasets and benchmarks.
Security & privacy
Request-based access, privacy handling, and program safeguards.
Licensing
Commercial license scope and the terms buyers review.
Custom data collection
Build-to-spec programs for data that does not exist yet.
About Datoric
Company identity, research group, and contacts.