Hesham Elmahdy

Where should my company start with AI agents?

The short answer

Start with one task, not a company-wide program. Pick work that repeats often, whose information is already in order, whose result a person can judge in a minute, and whose mistakes are cheap to correct. Let the agent prepare and a person approve. Widen its work only after it has earned your trust.

One task, not a program

A company-wide AI program sounds bold. In practice it spreads attention across many tasks at once, and when results disappoint, nobody can tell which part failed. One task, done well, teaches you more than ten started together.

Four tests for the first task

A good first task, for example: preparing a first draft of replies to routine client questions, from documents that already exist, for a person to review and send. A poor first task: anything that pays, changes prices or speaks to clients with no person in between.

Keep it as simple as the task allows

Often the first step is not an agent at all. It may be a report, or a single well-written instruction to a model that answers questions. Add more only when the simple version is not enough.

My own system follows the same rule. The agents read and prepare. They never send, never delete and never change a record. I act.

The question to ask your team

“Which task would we be glad to hand over, and could a person check the result in a minute?” Start there.

References

  1. Anthropic, Building effective agents, December 2024

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