For an aspiring founder shaping a new idea: use AI to research demand, map competitors, define your audience, and price your product fast, while real customer conversations and the real go/no-go call stay yours.
By the end you will be able to take a raw idea through demand validation, competitive research, positioning, and pricing, using AI to move fast without ever substituting it for a real conversation with a real customer.