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AI Agents for Retainer Health Monitoring

Track retainer usage, spot disengaged clients, and catch churn signals before it's too late. Runs monthly on autopilot.

01the problem

Retainer clients are the backbone of agency revenue, but they're also the easiest to neglect. You don't notice a client disengaging until they cancel. By then, the relationship has been cold for weeks. Tracking usage, engagement, and renewal dates across 10+ retainer clients manually is something nobody has time for.

02what the agent does

On the first Monday of every month, the agent checks each retainer client's usage (hours or deliverables consumed vs. allowance), finds the last meaningful interaction (email, Slack, or call), and classifies each client as Healthy, Underusing, Overusing, or Disengaged. For anyone not Healthy, it writes a specific action to take that week.

Example output

agent output

Retainer Health Check — March 2026

ClientStatusUsageLast InteractionRenewalAction
Acme CorpHealthy72%Mar 5Jun 1—
Beta IncUnderusing28%Feb 18Apr 1Schedule check-in call
Gamma LabsDisengaged15%Feb 2May 1Send value recap + meeting request

Clients Needing Attention

Beta Inc — Underusing

  • Usage: 7 of 25 hours (28%)
  • Last interaction: Feb 18 via Slack
  • Recommended action: Schedule a check-in call. Low usage with renewal in 4 weeks is a churn signal. Surface 3 things you could do for them this month.

Try it yourself

Copy these prompts into Claude Cowork. Connect your tools. The agent handles the rest.

01
Instant retainer health check
Run this anytime to see where your retainer clients stand right now.
For each retainer client in CLAUDE.md, check:
1. Hours or deliverables used this month vs. their monthly allowance
2. Last email, Slack message, or meeting with them (use the most recent)
3. Classify as: Healthy (40-90% used, recent contact), Underusing (<40% with less than 7 days left), Overusing (>100%), or Disengaged (no contact in 14+ days)

For anyone not Healthy, write one specific action to take this week. Format as a table.

FAQ

Common questions about setting up this agent.

What counts as a 'disengaged' client?+
No meaningful interaction in 14 or more days. The agent checks email, Slack, and meeting records. If none of those show recent activity, the client is flagged. This catches the silent churn pattern where a client stops asking for things but hasn't formally cancelled yet.
Can this connect to my billing tool?+
Yes. If you use Stripe, Xero, or QuickBooks, the agent can pull invoice and payment data to cross-reference usage against billing. This is especially useful for catching clients who are overusing their retainer without being billed for the extra work.
How is this different from a CRM dashboard?+
A CRM shows you data. This agent interprets it. It doesn't just say 'Beta Inc used 28% of their retainer.' It says 'Beta Inc is underusing with renewal in 4 weeks. That's a churn signal. Schedule a check-in and surface 3 things you could do for them.' The difference is action, not information.

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Want this running for your team?

I set up AI agents like this for agencies. 30 minutes, no strings.

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