Business Validation

Set a Testable Price and Paid-Pilot Boundary

Price a vibe-coded product or service with cost inventory, contribution margin, break-even math, willingness-to-pay evidence, and a paid pilot.

Business stage · Module 14 of 15

Outcome for this lesson

Set a price using complete costs, defined scope, willingness-to-pay evidence, and a tightly bounded paid pilot.

Bring forward: Bring the validation record, cost worksheet, release scope, and support boundary.

Produce: A pricing decision record with unit, scope, floor, scenarios, pilot price, evidence threshold, and revision rule.

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Recommended prerequisite: complete Module 13, “Prepare a Reliable Deployment and Recovery Path,” and bring its artifact. You may still use this page as a reference.

Business stage

Build the next result

Price is a hypothesis about a defined unit, not a reward for effort. It must cover the complete cost boundary and be tested with a specific customer under honest pilot terms.

Your result for this module

A pricing decision record with unit, scope, floor, scenarios, pilot price, evidence threshold, and revision rule.

Continuous case study

Worked example: A bounded paid pilot

The pilot includes setup for one freelancer, one workflow, 30 days, and a stated support limit. The cost floor is calculated from delivery and support. Five qualified buyers are offered the same price; results and actual service time determine the revision.

Do the work

  1. Define the priced unit

    State deliverable, customer, time period, limits, support, revisions, exclusions, refund terms, and third-party costs.

  2. Calculate the floor and scenarios

    Use the cost worksheet to model contribution and break-even without treating forecasts as results.

  3. Test willingness to pay

    Use conversations, a consistent offer, checkout behavior, deposits, or paid pilots; keep attention separate from payment.

  4. Write the revision rule

    Decide what purchase, delivery-time, support, refund, and retention evidence will change the price or scope.

Copy-and-complete template

Create your module artifact

Priced unit and customer:

Included:

Excluded:

Delivery and support limits:

Cost floor and scenarios:

Pilot price and sample:

Success/change/stop threshold:

Observed behavior:

Revision date and rule:

Keep sensitive information, passwords, API keys, payment data, and private customer details out of course notes and AI prompts.

Quality gate

Check the result before the quiz

  • Scope prevents an unlimited obligation.
  • The price is tested against complete cost.
  • The pilot is disclosed as a pilot.
  • Actual payment and delivery evidence remain separate from interest.

How this moves the project forward

Module 15 combines every artifact into a launch system and a traceable continue, change, or stop decision.

Evidence checkpoint and lesson summary

Confirm the artifact, then answer the key questions

The questions cover a core idea, a realistic decision, and evidence from the lesson. Incorrect answers identify concepts to review; they are not a complete measure of your experience or ability.

Artifact checkpoint

This is an honest self-check. Do not enter private data here; keep the artifact in your own approved workspace.

1. Why define the exact unit being priced?
2. How should the first price be evaluated?
3. Which pricing record is ready for a paid pilot?

Confirm the artifact and answer all three questions correctly to unlock the recommended next step.

About the author

Son Kim

Son Kim writes from first-hand experience as a blind AI user. He tests vibe-coding tools, models, plugins, connected hardware, and everyday AI workflows to document what improves accessibility, independence, productivity, earning opportunities, problem-solving, and quality of life—and what still requires human judgment.

Read the full author background

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