[sameerav]

That’s super helpful, thanks for sharing. We’re hearing the same pattern — analysis is exciting, but acting independently is a trust barrier.

We’ve been experimenting with a “propose → approve → execute” workflow (like you suggested with “pause the underperforming ads”), so the AI drafts the plan, but a human clicks yes before it runs. Kind of like a pull request for actions.

Version control / auditability is a great call — especially if people want to roll back or see exactly what changed. We’ve been thinking about logging each action almost like a Git commit history for ops, so nothing is a black box.

Do you think teams would adopt “propose + approve” mode first, and then maybe move to full autonomy later as confidence grows?