AI Agent Operations & Monitoring Playbook

📋 What It Is

Building an agent is a project. Operating agents is an ongoing discipline. This deliverable is structured as a two-stage, dual-playbook approach: an AI Agent Implementation Playbook for getting launches right, and an AgentOps Operational Playbook for running agents well after go-live. The Implementation Playbook covers structured assessments, risk tracking, deployment checklists, monitoring setup, incident preparedness, and KPI definitions for a defensible go/no-go process. The AgentOps Operational Playbook shifts to continuous oversight: portfolio-level registries, cost tracking and budget alerts, guardrails management, observability depth, feedback loops, incident logging, and operational maturity checks. Together they give teams a practical operating model that separates "project controls" from "runtime controls."

👥 Who It's For

• SRE and DevOps teams operating production AI agents
• Engineering leads responsible for agent launch readiness
• AI program managers scaling from first agent to a managed portfolio
• Platform teams building operational infrastructure for agent systems

⏱ When to Use It

• Before promoting any AI agent from staging to production (Implementation Playbook)
• Once agents are live and operational oversight begins (AgentOps Playbook)
• When scaling from a single agent to an enterprise-wide agent portfolio
• During operational maturity reviews to identify gaps in agent operations

📦 What It Produces

A complete operational capability in two stages: (1) Implementation readiness — go/no-go checklists, risk tracking, monitoring setup, KPI definitions, and incident preparedness. (2) Ongoing operations — portfolio registries, cost tracking and budget alerts, guardrails management, observability dashboards, feedback loops, incident logging, and maturity assessments. Enables organizations to scale from first agent to managed portfolio without losing visibility, governance, or cost discipline.

🚀 How to Use It — Quickstart

• Step 1. Part A — Implementation Playbook: Start with the readiness assessment for your agent
• Step 2. Complete the deployment checklist and monitoring setup sections
• Step 3. Define KPIs and establish the go/no-go criteria
• Step 4. Part B — AgentOps Playbook: Set up the portfolio registry for all live agents
• Step 5. Configure cost tracking, budget alerts, and guardrails management
• Step 6. Establish the operational review cadence and maturity check schedule

👁 Preview — What's Inside

📝 Version History