Free tools are enough to confirm whether a product idea has real demand. AI helps you go broader and faster, but it does not replace the demand and competition check.
The first pass only needs to separate 'worth a second look' from 'not worth your time'. Expensive tools are premature at this stage.
Google Trends, marketplace best-sellers, and ad libraries tell you where attention is flowing, but they do not prove profitability.
AI tools are useful for generating niche angles and pain-point lists, then you validate the top candidates with real data.