Agency AI Coordination Playbook
Coordination practices for agencies running AI agent teams that manage client advertising, call centers, project delivery, and sales pipelines. Battle-tested patterns from a 25-agent production deployment.
Client Management
Churn Risk Detection Before Human Flags It
The retention agent monitors leading indicators: declining engagement, fewer calls, slower email responses, budget reduction requests, team turnover at the client. By the time a human says "I think we might lose this client," the agent should have flagged it 2 weeks ago.
What goes wrong without this
The agency finds out a client is leaving when they get the cancellation email. All the warning signs were there: no calls for 6 weeks, emails taking 5 days to reply, budget questions. Nobody was watching the pattern.
Guarantee Client Vertical View
High-value clients (top 20% by spend) get a full cross-platform view in every daily briefing. Not just "Meta is up 5%" but Meta + Google + Call Center + Project Status in one block. The founder should never have to ask "how is [big client] doing?"
What goes wrong without this
A guarantee client's Google Ads are performing well but their call center conversion dropped 40%. The ad performance report looks green. The call center report is on a different page. Nobody connects the dots for 2 weeks.
No News Is News for Top Clients
If a top client has had zero internal communication (no Slack messages, no emails, no calls) for 48+ hours, flag it in the briefing. Silence from a high-value client is a signal, not the absence of one.
What goes wrong without this
A $15K/month client has gone silent for 10 days. Everyone assumes someone else is handling it. The client is actually evaluating competitors. By the time someone notices, the RFP is out.
Retention Agent Overrides Sales Agent
When a client is on the retention watch list (churn risk), all sales expansion plays for that client are automatically paused. The retention agent is the Guardian. The sales agent is the Hunter. Guardians always outrank Hunters on existing clients.
What goes wrong without this
The sales agent sends an upsell proposal to a client who is unhappy with current performance and considering leaving. The client feels tone-deaf and accelerates their departure.
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