Give the agent a boundary
Assign an identity, owner and role. Choose a supported connector, allowed action and usage limit.
THE AGENT CONTROL PLANE
Give agents a job.
Set the boundaries.
Know what happened.
LoopLabs helps teams define one workflow, decide what an agent may change, and review the outcome before an uncertain action is retried.
Review consequential actions
Allow requests within policy, hold exceptions for a named approver, and block requests outside the boundary.
Resolve an uncertain outcome
Check whether a change happened before permitting another attempt. Keep the action, decision and outcome together.
Start with the work your team already owns.
Bring one CRM change, customer credit or approval-heavy process. We map its owner, permissions, failure cases and the evidence needed for a pilot.
What you can evaluate today
Invited users can register discount, CRM and messaging agents with named owners and supported boundaries. Saved controls govern a sample discount record, a simulated CRM contact and a prepared customer message. The refund workflow uses a simulated payment provider. No real money moves and no customer email is delivered. Live customer connectors, model execution and a general workflow builder are not available yet.