A good first agent starts with a task you understand. Choose a repeatable workflow with clear inputs, a recognizable result, and someone who can judge whether it worked. That makes a pilot easier to evaluate and its limitations easier to see.

Choose a workflow with visible friction

Look for a task your team repeats: preparing an internal briefing, classifying incoming requests, or assembling information for review. Describe the current steps and record a baseline. Understand the normal effort, the common exceptions, and how mistakes are corrected today.

Define the smallest useful responsibility

Separate reading information, preparing a recommendation, and taking an action. An initial pilot might only prepare a draft for a person to review. Write down the sources it may use, the output it should produce, and the circumstances in which it should ask for help.

Treat permissions as a design decision

Give the system only the access it needs. Keep authorization in the application and tools rather than depending on a prompt alone. Decide which actions need approval and preserve enough activity history to understand what happened. These choices reduce the consequences of unexpected behavior.

Evaluate ordinary and difficult cases

Use a representative set of examples, including missing information, conflicting records, and requests outside the task. Assess usefulness, factual support, completion time, cost, and whether the workflow escalates appropriately. A polished demonstration is a starting point; repeatable evaluation gives you a basis for a deployment decision.

Expand only after the pilot earns it

Agree the success criteria before the pilot begins. When the results are useful, introduce the next permission or workflow step deliberately. Assign an owner for changes to data sources, prompts, tools, and approvals so the operating model stays understandable.

Your next step

Write a one-page pilot brief covering the task, approved data, permitted actions, evaluation examples, success criteria, and operational owner.

Further reading

OWASP: Excessive Agency

Put this into practice

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Written by InnuCloud, a Montréal-based software, AI, cloud, and security partner. Our perspectives describe our approach to planning and delivering technology.