Most AI-based products fail because building an AI product is not just about training a model and putting it into an API.Start with the problem, not the technology. Before considering AI models, understand the problem you want to solve.Validate the market early by engaging potential users to ensure the problem is worth addressing with AI.Don't overcomplicate the tech stack. Many AI use cases can be solved with simple and efficient technology.