Business building · Do this yourself

Build a focused product on top of AI that solves one job really well.

💰 Starter Story makes about $100k a month doing this. $100K/month (reported by Starter Story)

Who it’s for

Founders and makers.

Adapt it to your industry

  • Coach: an app or tool that helps clients between sessions
  • Shop: a tool that solves one annoying problem for your customers
  • Freelancer: package your best service into a self-serve product

Step by step

  1. Write down one problem a specific group of people pays to solve (for example “gym owners losing members”).
  2. Open ChatGPT, Claude or Grok and paste the prompt below to sharpen the idea and list what the first version must do.
  3. Build a simple first version with a no-code builder such as Lovable, Bolt or Bubble, or with Cursor if you code.
  4. Create a Stripe account and a Payment Link so people can pay from day one.
  5. Make a one-page website that explains the problem, the fix and the price.
  6. Show it to 10 people from your target group and change what confuses them.
  7. Launch where those people already gather, then ask every new user for feedback.

Ready-to-copy prompt

Draft a one-page plan for an AI product for [audience]: the painful job, the first feature, pricing, and the first 100 customers.

Start with AI

Opens the AI with this guide and the prompt filled in.

Cost
$0–100/month to start (AI plan, builder, domain)Our estimate
Time
2–6 weeks for a first versionOur estimate

How to make money from it

Pricing idea: Start with one simple monthly plan (for example $9–49 a month for consumers, $49–299 for businesses) and a free trial or free first use.

Finding your first 10 customers

  • Write to 30 people who clearly have the problem (forums, LinkedIn, your contacts) and offer early access.
  • Give the first users a lower “founding” price in exchange for feedback.
  • Post your build progress publicly every week.

Ideas, not promises. Results vary.

Details: source, numbers and tags

What they did

Dustin Stout built a product on top of generative AI early.

How it went

Reported at $100K a month.

Worth knowing

Starter Story interviews the founder and shows dashboards on camera; we have not verified the numbers.

Difficulty
AdvancedOur rating
Time to build
Not reportedOur estimate
Monthly cost
Not reported
Revenue
$100K/month (reported by Starter Story)Third-party reported: Reported by a third party (interview, podcast or article); not verified by us
Engagement
117,735 YouTube viewsfetched Oct 15, 2026

Original builder recipe

  • LLM APIs
  • Web app
  • Stripe
  1. Pick a narrow problem people already pay to solve.
  2. Build the first version with your agent.
  3. Charge early and talk to users.
  4. Use the agent to ship fixes fast.

Tags

Read the original

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