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What AI Can and Cannot Do.

The hype goes both ways — AI will either replace everyone or it is useless. Neither is true. Here is the realistic picture.

After this lesson you'll know

  • The three categories of AI capability: does well, can help, cannot do
  • Which business tasks are safe to hand to AI and which need human oversight
  • Why AI fails at certain things — not as a bug, but by design
  • How to set accurate expectations with your team and stakeholders

The reality check.

Most business owners come to AI from one of two places: they heard it can do everything, or they tried it once and it failed them. Both experiences are real — because the truth is that AI is genuinely excellent at a narrow set of things, decent at a much wider set with the right guardrails, and genuinely bad at a few things it should never be trusted to do alone.

Here is how to think about the three categories:

AI Does Well: Tasks that involve processing language, finding patterns in large amounts of text, generating drafts, summarizing documents, or answering questions based on provided information. Examples: drafting marketing emails, summarizing a 50-page report, writing first drafts of job descriptions, answering customer FAQ questions, translating content, writing code.

AI Can Help (with oversight): Tasks where AI provides significant leverage but humans must review the output before acting on it. Examples: market research (AI can compile and summarize, but you verify the data), financial analysis (AI can spot patterns, but an accountant reviews conclusions), legal document review (AI flags clauses, but a lawyer makes the call), hiring assessments (AI scores resumes, but humans make final decisions).

AI Cannot Do: Tasks that require real-world judgment, emotional intelligence, lived experience, accountability, or current information it does not have access to. Examples: building genuine client relationships, making final strategic decisions, physical tasks, anything requiring real-time data it was not given, crisis management involving human emotions, and anything where being wrong has serious legal or financial consequences without human review.

The mistake most businesses make is either keeping AI out entirely, or handing it tasks it cannot handle. The skill is knowing which category each task falls into.

Sort the business tasks.

Ten common business tasks. Flip each card to find out which category it falls into — and more importantly, why. Some of these will surprise you.

Match tasks to categories.

Six tasks, three categories. Match each task to where it belongs. This is the same judgment call you will be making in your business every week.

Task to Category

Tap one item on the left, then its match on the right

Test your judgment.

Five real scenarios. For each one, decide what role AI should play. There is one right answer per question based on the framework you just learned.

What AI Can and Cannot Do — Console
Write a prompt

Write a prompt asking AI to evaluate whether a specific business task is a good fit for AI automation. Be specific about the task.

Type a prompt below to get started.

Try:

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