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Tribal Sovereignty and AI

Tribal Sovereignty and AI

These are my thoughts on how tribes can plan for data to support their AI strategy.

Avatar for Peter D. Zaffina

Peter D. Zaffina

January 31, 2026

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Transcript

  1. AI Starts With Data Sovereignty, Not Technology Before AI, this

    sequence must happen: 1. Get the data If you cannot extract it from vendors and systems, you do not truly control it. 2. Organize the data AI cannot reason over chaos. Structure and clarity come first. 3. Sanitize the data Define what is sacred, sensitive, private, and operational. Set risk appetite. 4. Publicize internally Your people must know what data exists and how to use it. 5. Utilize internally If humans are not using the data successfully, AI will not either. Tribal Sovereignty, Data Governance, and AI 1 / 2
  2. Governance First. Architecture Second. AI Last. Risk profile and sovereignty

    requirements drive architecture Some data must remain fully under Tribal control Some data benefits from cloud scale and tooling Hybrid is often the natural outcome AI without data governance is a sovereignty risk AI with strong data governance is a sovereignty amplifier Start with data. The right AI use cases will become obvious. Tribal Sovereignty, Data Governance, and AI 2 / 2