The first workflow you should automate, and the ones you should not

Dallon Robinette

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7 min read

Not every annoying task is worth automating. We use three filters, volume, clarity, and cost of error, to find the one workflow that pays for the whole engagement.

Start where it is boring, not where it is exciting

When a team gets excited about AI, the instinct is to point it at the most visible, most interesting problem. That is usually a mistake. The first workflow you automate should be the one that is boring, frequent, and predictable, because that is where the math works and where your team builds trust in the tool before the stakes get high.

Flashy projects fail quietly. A boring win that saves three hours a week, every week, changes how your team feels about the whole effort.

The three things that make a workflow worth automating

When we run an AI Readiness Evaluation, we look for tasks that hit all three of these at once:

  • High volume. It happens often, dozens or hundreds of times a month, so small savings compound into real hours.

  • Repetitive and rule-based. It is done roughly the same way every time, with little judgment required, which is exactly what software is good at.

  • Costly when slow or wrong. A delay or a mistake here actually hurts, in money, missed work, or a frustrated customer.

A task that hits all three is a strong candidate. A task that hits one is usually not worth the effort, no matter how annoying it feels in the moment.

A simple test

Ask the person who does the work one question: how often do you do this, and how much of it requires real thought? If the answer is "constantly, and almost none," you have found your first workflow. Think intake forms that get retyped into another system, invoices that get matched by hand, the same five questions answered in support every day, or a weekly report someone assembles by copying numbers between tabs.

None of these are glamorous. All of them quietly cost you hours that never show up on a budget line.

What this is not

Automating the first workflow is not about replacing the person. It is about taking the part of their job that a machine does better, the repetitive copying and checking, so they can spend their time on the parts that need a human. The best first projects give people back time, not pink slips, and that is also what makes the second and third projects easy to get buy-in for.

If you are not sure which of your workflows fits, that is exactly what the Evaluation is for. Book an AI Readiness Evaluation and we will help you find the boring win worth starting with.

Ready to make AI work for you?

Book an AI readiness evaluation. If there’s nothing worth automating, we’ll tell you.