Without sharing much details about the specific problem its going to be difficult to give proper feedback/advice.

Some questions you can ask yourself:

- Can a human solve the problem? How skilled does the human have to be?

- Do you think you will need fancy architectures to train a model or is assembling the data the hard part and modelling will be easy? How easy? Basically the question is is assembling the data the risk or is modelling the risk?

- Have others tried? Why are you so convinced that you can make money solving the problem? If you are so convinced, then why have others not tried?