Developers should prioritize using pretrained nutrition estimation models and fine-tune them with the restaurant's own recipes; user query parsing can use NLP tools such as spaCy, Hugging Face Transformers or TensorFlow.js; allergen detection requires maintaining a continuously updated allergen ingredient database.