LLMs are often worse, yes, but there are decision tree based machine learning models that can learn to be deterministic for classification if your training data accurately reflects the actual problem data.

This sounds so stupidly over engineered for a majority of problems spaces

Like teaching an AI model to learn arithmetic instead of just building a calculator