Work / AI · Agent platforms

AI agent platform for autonomous workflow automation

Autonomous agents that retrieve, reason, and act across business systems, with a human approval checkpoint before any high-stakes action.

~40%Less manual effort
Built inHuman approval checkpoints
1Agent platform across systems

The challenge

Autonomous execution across business systems only works if there is a real checkpoint before consequential actions, not full automation without oversight.

What we built

An agent platform that retrieves relevant data, reasons over it, and proposes an action, routing anything high-stakes through a human approval step before execution.

The result

Manual effort dropped by approximately 40%, with human approval built into the workflow rather than bolted on afterward.

How it works. The workflow, step by step.

Complete
Runs onOpenAIClaudeLangChainHuman in the loop
Proposed actions3 actions
  1. 1Update recordCRM · 1 record · 0.8sLow riskQueued✓ ExecutedNeeds approvalRejectApprove✓ Approved by Finance
  2. 2Send notificationEmail · 2 recipients · 1.1sLow riskQueued✓ ExecutedNeeds approvalRejectApprove✓ Approved by Finance
  3. 3Release paymentPayments · over approval limit · 2.4sHigh stakesQueued✓ ExecutedNeeds approvalRejectApprove✓ Approved by Finance
Low-risk actions run automatically1 approval pendingAll actions complete · logged to audit trailOpen approvals0/3
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  1. New task received

  2. Retrieving data across systemsData retrieved across systems

  3. Reasoning and proposing actionsActions proposed

  4. Executing low-risk actionsLow-risk actions executed

  5. Checking action riskHigh-stakes action sent for approval

  6. Waiting for human approvalApproved, action executed

  7. Running evals and logging traceEvals passed, trace logged

Result ~40% less manual effort
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At a glance.

~40% less manual effort

Human approval built into every high-stakes action

Autonomous retrieval and reasoning across business systems

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