For data vendors and AI labs

Rights-cleared training data and environments from Australia and New Zealand.

Private, human-authored engineering and creative corpora, acquired directly from their owners, verified for provenance and delivered under a written licence.

What we supply

Asset classes.

Every delivery

What is in a delivery manifest.

Each asset ships with a manifest measured from the source itself, not self-reported.

FieldWhat it records
Language mixShare of original source lines by language.
Lines of codeOriginal source, excluding vendored, generated and third-party code.
Reviewed PR countMerged pull requests or changelists with at least one human review.
History spanFirst and last commit dates, with gaps and rewritten history flagged.
Contributor countDistinct human authors after merging duplicate identities.
Test ratioTest files and lines relative to source.
Licence scan resultSPDX identifiers, licence headers and vendored code found, with exclusions listed.
PII scan resultSecrets and personal identifiers found and removed or replaced, with counts.
Provenance attestationsOwnership chain, never-public and no-prior-AI-licensing statements from the owner.

Provenance standard

Verified before it is offered.

Ownership, public-code overlap, third-party licences, secrets, personal information, history and AI authorship are checked before an asset is offered, with a legal review before delivery. Anything uncertain is excluded. Read the verification standard.

Commercial terms

Exclusivity options.

OptionWhat it means
Non-exclusiveThe asset may also be licensed to other buyers. The lowest price and the fastest to agree.
Exclusive by useExclusive for an agreed use, such as training or evaluation, for an agreed term.
Fully exclusiveOne buyer for the agreed term. The owner can usually keep operating their own product.
First lookA window to review and accept an asset before it is offered to anyone else.

Request a brief

Tell us what you need.

Asset class, minimums, exclusivity and budget. We reply with what we can supply against it, and how soon. A brief commits you to nothing.

Prefer email? hello@goodwattle.com

Your company address. We can’t accept free-mail addresses.
Asset classes
Exclusivity Optional