07/16/2026
We keep trying to govern AI like it is another piece of software.
That frame is already too small.
Using old governance assumptions for AI is like trying to run email with rules written for paper letters. The old questions still matter. Who is responsible? What will it cost? What policy applies? But AI and agents can now search across systems, combine information, call tools, move data, and trigger work at machine speed.
So the operating questions change.
What may the system access?
What may it decide?
What may it do?
Who is responsible?
Where must a person review?
What triggers a stop?
That is what Rule 52 is built to make clear.
Make sure you're ready before AI, not after.
For non-AI decisions, IVA does the same practical work around one stuck decision: define the choice, sort the evidence, name the authority, test the real capacity and funding, and assign the next action.
Make sure you're ready before the decision, not after.
Start here:
Services and Rule 52: https://ivasolution.com
Research and claim limits: https://integratedvaluearchitecture.com
Public research on what organizations need before major decisions and AI actions: evidence, authority, capacity, funding, responsibility, context, and review.