Documents & code
Turn a working archive into a clearly scoped licence.
Best Training Data Providers
The right provider depends on what you supply. For an existing dataset, look for a licensing counterparty—not a service that charges to label it.
Explore dataset licensingAn existing assetUseful records, content or observations.
A defensible rights recordOwnership, permissions and use boundaries.
A defined licenceScope, acceptance and delivery terms.
Before the first conversation
Is your dataset ready to discuss?
An archive does not qualify on size alone. The strongest starting point is useful content, defensible rights and a precise description.
Start with the asset
Separate an existing dataset from work you would create on commission. Each follows a different commercial path.
Read the next stepChoose the right counterparty
Not every provider
is a buyer of your data.
The distinction is commercial, not semantic. A business that sells labeling work is different from one that licenses an existing archive.
Annotation services
Labels added to supplied data
The customer brings the raw data.
Expert networks
New answers, rubrics and judgments
People contribute commissioned expertise.
Dataset licensors
Rights to third-party datasets
An owner supplies an existing asset.
Archive owners
A licence to their own collection
The rights holder is the supplier.
Evaluation builders
Tasks and held-out test sets
Specialist material may fit a narrow need.
From archive to asset
Start with the data you own.
Different formats bring different questions. Find the preparation that fits your collection.
The commercial question
How much might your dataset be worth?
Price follows the licence, not just the file count. Uniqueness, usable rights, buyer fit and the cost of exclusivity all matter. Learn how to read advertised partnership values without treating them as an appraisal.
Understand licensing valueWho actually licenses existing data?
Separate a real asset-licensing channel from a service that sells labor.
Build a defensible rights record
The provenance file that makes ownership and permissions legible.
Agree quality before delivery
Acceptance criteria, sample review and what happens when a delivery falls short.
Compare the terms—not the pitch
Exclusivity, permitted uses and the limits of a perpetual grant.
Bring a brief, not the raw dataset.
A concise description, a rights record and proposed delivery terms make the next discussion more useful.