For data providers

offer datasets
with verified documentation.

List your synthetic dataset on waiser data and reach buyers who specifically look for documented, verifiable data. You keep the IP; we add the verification layer that makes it sellable to serious teams.

review · listing · licensing — under one standard
Review covers

five dimensions, not a single yes or no.

Each layer below is reviewed against documented evidence — what you can prove, not what you'd like to claim — and the outcome is published in the dossier.

  • 01

    Origin and generation method

    Where the data comes from, how it was generated, what seed (if any) was used, and what parameters were locked at generation time.

  • 02

    Legal status and licensing conditions

    Rights to the underlying material, the legal posture you're offering it under, and the conditions buyers must accept.

  • 03

    Quality and coverage

    Distribution, balance, edge-case representation, and whether the dataset covers the scenarios the listing claims it covers.

  • 04

    Ethical considerations

    Sensitive scenarios, potential for misuse, risk to specific groups, and clarity of guidance for downstream reviewers.

  • 05

    Permitted and prohibited uses

    What the licence allows, what it explicitly forbids, and where reviewer notes need to attach for sensitive contexts.

Why list with waiser

four reasons to bring your dataset here.

We're a small marketplace by design. Distribution to the right buyers, not the most buyers.

Distribution to serious buyers

AI product, compliance and audit teams — not weekend tinkerers.

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Distribution to serious buyers

Our buyers come for documentation and stay for predictable licensing. Your dataset is presented to the people who can actually authorise the spend.

Verification as marketing

A passing review isn't a stamp — it's a sales tool.

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Verification as marketing

The dossier and readiness profile do the selling for you. Buyers shortlist on documentation quality before they read a single sample row.

Licensing handled, not invented

We use a standard licence framework so you don't draft from scratch.

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Licensing handled, not invented

Permitted and prohibited uses fit a shared structure buyers already know. You set the posture; we handle the contract surface around it.

Version and lineage tracking

Every delivery is versioned, audit-trailed and revocable on rules.

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Version and lineage tracking

When you ship v2, buyers see exactly what changed, what their licence still covers, and what needs re-review. No grey-market copies floating around.

Possible outcomes

four verdicts. each one explained.

·Approved

Documentation complete, licensing unambiguous, ethical posture acceptable. Dataset is listed as submitted.

·Approved with limitations

Listed with explicit guardrails — narrowed permitted uses, reviewer notes attached to the dossier, or both. Visible to every buyer.

·Requires remediation

Specific gaps need to close before listing. We send the gap list with examples; you decide whether to close them and re-submit.

·Rejected

Origin can't be documented, licensing can't be cleared, or the dataset's posture conflicts with our standard. The door stays open for a different submission.

Built for serious data providers

submit a dataset for review.

Tell us about origin, generation method and the uses you're prepared to allow. We come back with specific questions instead of a generic checklist.