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Planning prompts and validation method

Use AI to test a business idea
Let AI challenge the plan—not approve it.

AI can help name a business, structure a business plan, expose weak assumptions and design validation experiments. It cannot confirm demand without evidence from real customers, real behaviour and real willingness to pay.

Challenge

Expose assumptions

Research

Plan useful interviews

Evidence

Run a real market test

Can AI write my business plan?

AI can turn your notes into a clear first draft covering the customer, problem, offer, route to market, operating model, risks and financial assumptions. Treat every market number and competitor claim as unverified until you check a source.

A useful plan is a decision tool, not a polished prediction. Ask the model to identify what would have to be true, which assumptions are most dangerous and what evidence would change the decision.

Ask AI to criticise the idea

Give the model a role and an evidence standard: “Act as a sceptical customer and an experienced operator. List the five assumptions most likely to make this fail. For each one, propose a cheap real-world test and define a pass or fail signal.”

Run the critique from several perspectives—customer, competitor, operations, finance and regulation. The output is not a verdict. It is a prioritised list of questions to take into the market.

Validate with behaviour, not encouragement

Interviews are useful, but buying behaviour is stronger evidence. Create a clear offer, put it in front of a narrow audience and ask for a meaningful next step: a deposit, paid pilot, booked call, data connection or signed letter of intent.

  • Write down the target customer and urgent problem in one sentence.
  • Interview people who recently experienced the problem—not friends who like the concept.
  • Build the smallest credible offer or landing page.
  • Define the pass signal before launching the test.
  • Record objections and update the offer before building more product.

Use AI to name the business

Ask for names against explicit criteria: easy to say, easy to spell, relevant without being limiting, distinctive in your category and suitable for the markets you plan to enter. Then check domains, trade marks, business registries and unintended meanings independently.

A name can improve recall, but it cannot rescue unclear positioning. Decide what the business should be known for before deciding what it should be called.

Frequently asked questions

A clearer
way forward.

Can AI validate my business idea?

It can identify assumptions, competitors and possible tests. Validation requires external evidence such as customer interviews, conversion, a paid pilot or another meaningful commitment.

What should I include when asking AI to critique my idea?

Include the target customer, problem, current alternatives, proposed offer, price, acquisition channel, delivery model, constraints and evidence collected so far. Ask for assumptions and tests, not a score.

Can AI choose a name for my business?

It can generate and filter options, but you must independently check domain availability, trade marks, registries, language meanings and how real customers understand the name.

When should I build a website or product?

Build the smallest credible version once you can state the customer, problem and test signal. A focused landing page may be enough before custom product development.

Let’s make
the work work.

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