---
title: "What Happens When the Agent Gets It Wrong? Error Handling, Approval Gates, and Audit Trails for Insurance AI"
description: "AI agents make mistakes. Here's the production architecture insurance agencies use to catch them — approval gates, dry-run mode, audit trails, and rollback patterns."
url: https://unlockedcrm.ai/blog/mcp-error-handling-production-insurance-agents
canonical: https://unlockedcrm.ai/blog/mcp-error-handling-production-insurance-agents
category: "Engineering"
published: 2026-07-30
updated: 2026-07-30
author: "unLocked Team"
source: unLocked CRM — AI CRM for insurance agents
---

# What Happens When the Agent Gets It Wrong? Error Handling, Approval Gates, and Audit Trails for Insurance AI

<p>Any AI deployment plan that doesn't account for "what happens when it's wrong" is incomplete. Here's the production-grade pattern.</p>

<h2>1. Approval Gates on Writes</h2>
<p>Read operations: free-flowing. Write operations: queued for human review. Claude drafts the SMS; CSR taps approve. Claude proposes the task; producer accepts. The agent does the work; the human owns the decision.</p>

<h2>2. Dry-Run Mode</h2>
<p>Before any bulk operation, the agent describes what it's about to do — affected record count, fields changing, sample diff. Human confirms or aborts. unLocked exposes a <code>dry_run: true</code> parameter on bulk ops for exactly this.</p>

<h2>3. Audit Trail Per Action</h2>
<p>Every CRM write tags the agent ID, the human who approved (if applicable), and the prompt that triggered it. Searchable in the activity timeline. Required for any post-incident review.</p>

<h2>4. Rollback Patterns</h2>
<p>For destructive operations (delete, mass-update), the API returns a rollback token. Within 24 hours, a single API call reverses the change. Used sparingly but invaluable when an agent goes off-script.</p>

<h2>5. Rate Limits Per Key</h2>
<p>Each API key has configurable rate limits. An agent that suddenly tries to update 10,000 records in a minute hits a soft cap and pages the admin. Prevents runaway loops.</p>

<h2>6. Sandbox Environments</h2>
<p>unLocked offers separate sandbox accounts. Test new agents against sandbox data before pointing them at production.</p>

---

Source: [What Happens When the Agent Gets It Wrong? Error Handling, Approval Gates, and Audit Trails for Insurance AI](https://unlockedcrm.ai/blog/mcp-error-handling-production-insurance-agents) — unLocked CRM, the AI CRM built for insurance agents. Citation permitted with attribution and a link to https://unlockedcrm.ai/blog/mcp-error-handling-production-insurance-agents.