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What the AI needs to know to validate an idea

core problem

  • It checks if the problem is real, painful, frequent and worth solving. If the problem is weak, the idea won’t stand.

target users or customers

  • evaluate whether this audience is reachable, big enough and willing to adopt solutions. Strong ideas have a clear, well-defined user group.

current alternatives

  • measures whether the new idea creates a meaningful improvement compared to existing solutions. If current solutions are already good enough, the new idea lacks value.

key value the product provides

  • checks for clear differentiation

  • The idea needs a unique advantage such as speed, cost savings, automation or convenience.

The feasibility of building the solution

  • It evaluates whether the required tech, data, integrations or skills are realistically available. If something is impossible or too expensive, the idea fails.

The potential business model

  • It determines whether the idea can generate revenue in a viable way. Without a path to money, the idea isn’t valid as a business.

scale of possible impact

  • It assesses whether the idea has enough room to grow. A small or narrow problem limits potential.

risks

  • It identifies the critical assumptions that must be tested first. Every idea has risks; good validation points them out early.

The Lean Product

  • Define Your Value Proposition

  • Risk early Reduction

  • primary unmet needs

feature prioritization questions

Kano Model

Basic Performance Delighters

Importance vs Satisfaction Matrix Great for deciding what to build next. High importance + low satisfaction = opportunity Low importance + high satisfaction = deprioritize