Making LLMs Efficient for Survey Cleaning: My Journey from Arrays to Choice Maps

Problem Statement I was building an AI pipeline to clean survey responses. The data structure was like this: Sample Question: { "id": 3271, "text": "How satisfied are you with our service?", "choices": [ { "id": 1, "label": "Very Satisfied"...