Automation with approvals: the model that scales best

Not everything should be 100% autonomous. The sweet spot is automating 80% and reserving the critical 20% for humans.

The most successful implementations we have seen do not remove humans — they move them to high-value decisions.

The threshold approval model works like this: actions below a certain amount or risk run automatically; the rest generate a notification with full context to approve in one click.

This approach reduces internal political friction and accelerates adoption.