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Budgeting for grounded AI

Estimate platform seats, model usage, connected-source work, and operations separately.

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The idea

Estimate platform seats, model usage, connected-source work, and operations separately.

Classroom example

A pilot can measure average input and output tokens for a document question without pretending that token volume predicts learning.

Try this next

Use this checklist for budgeting for grounded ai.

  • Use current provider prices
  • Set a spending ceiling
  • Replace estimates with measured usage
Keep exploring

A useful next step.

From objective to review

Classroom AI playbook

Build one useful classroom routine, teach it clearly, and improve it from observed work.

Set the conditions for classroom AI

Teacher controls

Choose class instructions, model access, shared skills, and the conversations you need to review.

Narrow access and explicit ownership

Security and privacy

Protect school information with tenant boundaries, role-based review, and deliberate operations.

Need a hand? support@narb.cc

Put learning first

More questions.
More chances to understand.

Bring AI into your school with a clear role for students, teachers and the people supporting them.

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Budgeting for grounded AI — Nexus