Most businesses asking "Should we use AI?" are asking the wrong question. The right question is: "Do we have a problem that agentic AI is actually good at solving?"

Here's a quick test you can run in 10 minutes. Answer honestly.

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Question 1: Can you describe the problem in one sentence?

Not "we want to be more efficient." Not "we need to modernize." One specific sentence:

"We spend 40 hours per month manually routing customer inquiries to the right department."

If you can't do this, stop. You don't have a use case — you have a vague desire.

Question 2: Does the work involve judgment, exceptions, or follow-up?

Simple automation handles rules: if X, then Y. Agentic AI handles situations where:

• The answer depends on context that changes

• There are exceptions that require interpretation

• The task requires follow-up across multiple steps

If your problem is purely rule-based, you don't need agentic AI. You need a better spreadsheet or workflow tool.

Question 3: What would "success" look like as a number?

• 30% reduction in response time

• 50 fewer manual handoffs per week

• $15,000/month in recovered staff hours

If you can't attach a number, you can't measure whether AI worked. And if you can't measure it, you can't make a good decision about it.

Question 4: Could you test it with one team in 60 days?

If the only way to test your idea requires company-wide deployment, a 6-month timeline, and a seven-figure budget — it's too big for a first initiative.

The best first AI projects are small, bounded, and reversible.

Question 5: What happens if it fails?

If the answer is "catastrophic damage to our customer relationships" — that's not your first pilot. If the answer is "we go back to doing it manually and we've learned something" — that's a great candidate.

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Score Yourself

• 5/5 clear answers: You likely have a real opportunity. The next step is designing a safe pilot.

• 3-4 clear answers: You're close. Spend time sharpening the gaps before proceeding.

• 0-2 clear answers: You're not ready yet — and that's fine. Clarity before action saves money and credibility.

Most businesses that "fail at AI" didn't fail at the technology. They failed at this stage — they skipped the hard work of defining the problem before buying the solution.

If you want a structured process to work through all five of these questions (and then actually run a safe pilot), that's exactly what The 60-Day Agentic AI Pilot Plan covers.