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Te Mana Raraunga principles

The six principles of Māori data sovereignty: rangatiratanga, whakapapa, whanaungatanga, kotahitanga, manaakitanga and kaitiakitanga. These are the principles the tikanga commitments across this site are built on.

Published by Te Mana Raraunga, the Māori Data Sovereignty Network.

What it asks for

  • Authority over data sits with those it is about.
  • Data has relationships and provenance, and both matter.
  • Data gathered for one purpose is not silently repurposed for another.
  • Guardianship rather than ownership.

What we do about it

  • The six principles are stated on our site with what each one changes in the build, not as decoration.
  • Provenance is a build requirement, so every output can be traced to what produced it.
  • A new use for data already held is a new conversation, not a configuration change.

Read it at the source: Te Mana Raraunga, the Māori Data Sovereignty Network. We describe it here, we do not speak for it.

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The other frameworks we build to

This is a plain description of what these frameworks ask for and how we build to them. It is not legal advice, and it is not a claim of endorsement, accreditation or partnership. Where a framework governs your organisation, take your own advice on it.

Inference that answers to tikanga, not just to a benchmark.

We build and run inference against the six principles of Māori data sovereignty set out by Te Mana Raraunga. For an organisation holding data about its own people, that is not a line at the bottom of a page. It decides where the model runs, what it is allowed to see, and who can switch it off.

Māori data stays Māori owned. Running a model over it does not transfer it, licence it, or turn it into training data.

  • Rangatiratanga

    Authority

    You decide what the model may see and what it may do with it. Access is yours to grant and yours to withdraw, and a withdrawal takes effect at the next inference, not at the next contract review.

  • Whakapapa

    Relationships

    Every output can be traced back to the documents, the records and the rules that produced it. Nothing arrives without a provenance you can follow.

  • Whanaungatanga

    Obligations

    Data gathered for one purpose is not quietly turned to another. A new use is a new conversation with you, not a schema change on our side.

  • Kotahitanga

    Collective benefit

    The gain comes back to the people the data came from, as hours returned to their staff and services that work better for their whānau.

  • Manaakitanga

    Reciprocity

    We leave you able to run it without us. Documentation, handover and the right to take the system elsewhere are part of the build, never an exit fee.

  • Kaitiakitanga

    Guardianship

    We hold your data in trust and never take ownership of it. It does not train our models or anyone else’s, it is returned or destroyed on request, and inference runs somewhere you can point at, on-shore or inside your own tenancy.

The six principles are those of Te Mana Raraunga, the Māori Data Sovereignty Network. The commitments beside them are ours.

Built on three things we don’t bend on.

Honesty

We tell you what AI can and cannot do, then we ship the part that pays for itself.

Speed

Find the one workflow costing the most, ship it to production, prove the return.

Care

Success is hours given back to people and dollars saved. Never the size of the invoice.