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AI Agent Deployment Checklist

Quick answer

Use this checklist to launch your first AI agent safely. It covers setup, approvals, first launch, and the review steps that keep rollout calm and controlled.

Use this checklist to launch your first AI agent safely. It covers setup, approvals, first launch, and the review steps that keep rollout calm and controlled.

9 min readUpdated 20 March 2026

Deployment checklist overview

The deployment checklist has three stages: pre-deployment, deployment, and post-deployment. Complete each stage before moving to the next so your first agent starts with clear boundaries, clear ownership, and clear approvals.

SectionScopeExit criteria
Pre-deploymentTool access, approvals, ownership, and visibilityTools connected, approvals set, owner assigned
DeploymentFirst agent launch and early reviewAgent running, approvals clear, activity visible
Post-deploymentMonitoring, refinement, and expansionAgent trusted, learnings captured, next rollout ready

Pre-deployment checklist

Complete these steps before your first agent runs. They make the rollout safe, visible, and easy to manage.

Tool access tasks:

  • Identify the first tools your agent will use, such as HubSpot, Slack, Gmail, or Xero
  • Connect only the tools needed for the first agent
  • Give the agent only the access it needs for the job
  • Confirm a safe test action works before launch
  • Keep the first rollout narrow: one agent, one job, clear boundaries

Approval and control tasks:

  • Define who approves actions before the agent changes data or sends anything externally
  • Start with approval required for write actions and outbound messages
  • Set a spend cap before launch
  • Review the agent plan together so everyone understands what it will and will not do

Ownership and visibility tasks:

  • Assign one owner for the rollout
  • Assign department leads who will review agent output in their area
  • Confirm every action and cost can be reviewed after launch
  • Run one test plan and confirm the activity log is easy to follow

Exit criteria: Tools connected, approvals set, spend caps on, ownership clear, activity visible.

Deployment checklist

Once setup is complete, launch one agent for one well-bounded job. The goal is a calm first rollout, not maximum coverage.

First-agent selection tasks:

  • Pick a repetitive, low-risk job with a clear outcome
  • Choose a use case the team already understands
  • Make sure the task fits inside the tools and approvals already set
  • Confirm who will review the first proposed actions

Launch tasks:

  • Describe what you need in plain English, including the trigger, result, and approval expectations
  • Review the plan before the agent runs
  • Launch the agent with approvals turned on
  • Review the first few proposed actions with the owner or department lead
  • Check that the agent shows clear context before asking for approval

Early review tasks:

  • Check activity and cost closely in the first few days
  • Review approvals and declines to spot unclear instructions
  • Tighten the brief or boundaries if the agent proposes the wrong action
  • Keep notes on what the team trusts, questions, or wants changed

Exit criteria: Agent is running, approvals are working, activity is visible, and the owner is confident in the next run.

Post-deployment checklist

After the first agent is stable, keep the review loop tight and expand carefully.

Ongoing review tasks:

  • Check the activity log weekly
  • Review approvals, declines, and errors on a regular cadence
  • Monitor spend against caps weekly
  • Collect feedback from department leads monthly
  • Update the agent brief when the job or expectations change

Expansion tasks:

  • Add closely related jobs in the same team before expanding across the business
  • Reuse the same approval pattern for each new agent until trust is established
  • Assign a clear owner for every new agent
  • Roll out to the next team only after the current agent is trusted
  • Keep each new launch narrow and specific

Optimization tasks:

  • Remove access the agent does not need
  • Adjust approvals when the current pattern is working well
  • Improve the plain-English brief so the agent has clearer instructions
  • Use what you learn from one agent to shape the next rollout

Exit criteria: The first agent is trusted, review habits are in place, and the next rollout has a clear owner and scope.

Frequently asked questions

Can we skip pre-deployment tasks and deploy immediately?

No. Connect the right tools, set approvals, and assign an owner before your first agent runs. Skipping setup creates unclear access, unclear ownership, and risky actions later.

What if we cannot complete a checklist item?

Do not move to the next phase. Fix the blocker first. If a tool is not connected, connect it before launch. If approvals are unclear, assign an approver before the agent runs.

How often should we review the post-deployment checklist?

First week: review daily. First month: review weekly. After the first month: review monthly or when adding new departments.

Who is responsible for completing checklist items?

The person leading the rollout owns setup and first launch. Department leads own approvals, feedback, and ongoing reviews in their area.