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# AI governance

Practical notes on AI inventories, access controls, evaluation, spend attribution and human review.

AI governance 18 August 2026 13 min read

## [AI cost management: what an accepted result costs](https://www.aigentcy.com/blog/enterprise-ai-cost-control/)

How to report AI spend the way finance reports everything else: by team, by workflow and by accepted result, with unknown charges kept separate from zero.

[Read the guide](https://www.aigentcy.com/blog/enterprise-ai-cost-control/)

**Three columns, three meanings**

Recorded spend has a receipt, reserved allowance is a ceiling held while work runs, and an unconfirmed charge keeps its ceiling until a receipt or a review settles it. The total is never the sum of all three.

AI governance 15 April 2026 16 min read

## [An AI governance framework your team can operate](https://www.aigentcy.com/blog/enterprise-ai-governance-framework-guide/)

A decision guide for the people who sign off AI systems: how much governance each one needs, who does what in the first 90 days, what it costs to run, and the evidence that proves the rules were followed.

[Read the guide](https://www.aigentcy.com/blog/enterprise-ai-governance-framework-guide/)

**A requirement, its enforcement and its evidence**

A policy sentence becomes a control in the application and a record the operator can read. If any of the three is missing, the other two cannot prove the rule was followed.
