AI Business Idea Validator
Five quick questions about a specific AI business idea — not a guarantee of success, but a directional check against the most common reasons "AI wrapper" businesses fail.
Frequently asked questions
What counts as a 'thin wrapper' around a general AI model?
A product that's mostly a prompt and a chat interface in front of ChatGPT or Claude with no proprietary data, workflow integration, or distribution advantage — easy for a competitor, or the model provider itself, to replicate.
Why does 'how fast is this niche changing' matter for validation?
Because a business built entirely around a specific model capability can be undercut for free the moment a major AI lab ships that capability natively — durable businesses usually add something that doesn't evaporate when the underlying models improve.
A low score doesn't mean give up entirely, right?
Right — it means the idea likely needs a sharper wedge (a specific workflow, a data advantage, or a distribution channel) before it's investable in time or money, not that the category is dead.