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Workflow control for AI agents

Let agents act, with people approving what matters

LoopLabs sits between your agents and your business systems. Define the work, approve the exact details, and check the result before the next step.

Where LoopLabs sits

Agents and people propose actions. LoopLabs checks each one against what was approved before it reaches your systems. Then it reads back what actually changed.

Agents and people
MCP clients
CursorOpenAIClaude
Enterprise agent platforms
SalesforceDatabricksSnowflake
Frameworks
LangChainCrewAIn8n
LoopLabs
DefineApproveVerifyReconcile
Business systems and MCP tools
GoogleTwilioAWSAsanaStripeZoomHubSpotGitHubSalesforceDropboxDatabricksNotionMicrosoftJiraSlackSnowflakeConfluenceLinearGoogle DriveZendesk
Outcome read back and checked
We configure scoped connections with your team for each workflow you bring.

One customer enquiry, start to finish

Follow one implemented workflow: update a customer record in the CRM, verify the change, then send a saved acknowledgement. Shown with sample records and private provider versions.

Define

Set the scope for one enquiry

For Customer C-104, the steps are fixed. A CRM agent is scoped to update that record. An email agent is scoped to send the saved acknowledgement, which waits on the CRM step.

See how it works
LoopLabs / Define
Enquiry acknowledgement for Customer C-104Customer C-104
CRM update agent
Acknowledgement email agent
LoopLabs
HubSpotUpdate C-104 CRM record
GoogleSend saved acknowledgement
Email waits for CRM verification
Sample records and private provider versions. No real email sent.
See it run

Agents propose, people approve what matters, results get checked

A discount, a CRM update and a refund. Each runs within delegated authority or named approval, and nothing continues until the result checks out.

Discount to confirmed quote

An agent proposes a scoped discount. A separate named manager approves the exact details, tied to the current source and policy. The sample quote changes and is checked before the simulated confirmation email goes out.

CRM update, then acknowledgement

A fixed CRM contact update runs after independent approval. The customer acknowledgement waits until the CRM change is verified. If the source is stale or the result is uncertain, the workflow holds.

Refunds within set limits

Refunds under the policy threshold run within delegated authority. Above it, a person approves the exact refund. Hard-limit violations are blocked. A lost response is reconciled with the provider, not retried as a second refund.

Deployment designed around your security and control requirements

We work with your team to plan where LoopLabs runs, what each scoped agent identity can reach and who approves which actions. Supported workflows keep a persistent action history and check outcomes before the next step.

  • Deployment planned with your team
  • Scoped access for each agent
  • Named reviewers for exact actions
Deployment blueprint for one workflow
Named reviewerExact-action approval
AWSWorkflow runtime
Scoped agentsIdentity + limits
LoopLabsPolicy checks
HubSpotGoogleBusiness systemsScoped connections
Action historyWho · what · when
Outcome verificationRead back · reconcile
Illustrative architecture, not live system data.

Built by a team with governance experience

Our team worked on privacy, compliance and governance at Meta Ads and WhatsApp Business. We built LoopLabs from that experience, for agent actions that need clear approvals, scoped access and outcomes you can check.

Meta Ads
WhatsApp Business

Good questions.

What can we try today?

A guided walkthrough of the sample quote workflow, plus a conversation about one workflow of your own. Live connections need discovery and scoped work first.

Do we need to replace our existing tools?

No. LoopLabs is meant to sit between your agents and the systems you already use. Which systems we connect, and how, is scoped with you.

Can every action be undone?

No. Some actions can be corrected later. Others, like an email that has already gone out, cannot be recalled. Scoping includes deciding how each step is handled if something goes wrong.

LoopLabs / Early access

Start with one workflow

Tell us about a workflow that needs human approval and a clear outcome. We will look at whether it fits early access.