Give the agent a boundary
Assign an identity, owner and role. Choose a supported connector, allowed action and usage limit.
LoopLabs helps teams define one workflow, decide what an agent may change, and review the outcome before an uncertain action is retried.
The control plane is available to invited teams. Contact us for a guided walkthrough and a bounded pilot.
Assign an identity, owner and role. Choose a supported connector, allowed action and usage limit.
Allow requests within policy, hold exceptions for a named approver, and block requests outside the boundary.
Check whether a change happened before permitting another attempt. Keep the action, decision and outcome together.
Explore engineers, teams and organization-level controls in a guided demo. Review allowed models, token and spend budgets, skills and versioned prompts.
These are sample controls. Demo changes affect the page only; they do not connect coding clients, meter real usage or enforce model access or budgets.
See the coding agent demo ↗Bring one CRM change, customer credit or approval-heavy process. We map its owner, permissions, failure cases and the evidence needed for a pilot.
Invited users can register sample discount, CRM and messaging agents with named owners and action limits. Review exact requests, approve exceptions independently, verify uncertain results, and inspect saved decision history. A fixed CRM-to-message workflow holds the message until the CRM change is verified. The separate quote workspace remains available. All effects use sample records or simulated systems; no customer email is delivered. Reviewing a plan does not authorize execution. Live customer connectors, refunds and a general workflow builder are not available in this deployment.