This is why comparing models without a shared operational context can be misleading. In production, the question is not which AI answers best once, but whether the orchestration layer supplies the right constraints, routes exceptions and records why an output was accepted. At NovaIX we evaluate the whole decision path, not the isolated model. What failed here: perception, context or the validation rule?

A good example of why you need an orchestration layer.