If it has solved a problem, it's probably in combination with other forces and influencing factors, in conditions conducive to the outcome that happened.
It might not always solve all related problems. Which means it is only a solution to the problems it has already solved (rather than future, related problems) and it is probably a contingent solution, reliant on other factors.
In terms of declarations made in advance of an outcome, the best we can say is that something is "a likely solution", taking into account the people, context and the conditions we believe to be in play.
Me when I hear someone have an idea and call it an innovation. An innovation is something working and adding value. Otherwise it's an invention at best.
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