Beyond the Demo: Where AI Code Builders Fall Short in Production

AI builders seduce with rapid prototyping but consistently fail on production requirements: real authentication, data isolation, cost control, and preventing model hallucination. Evaluating these tools demands looking past visual appeal to assess architectural foundation—specifically whether the system design fundamentally prevents the model from inventing facts, rather than hoping the prompt will hold.