@nerdponx Open AI only generate a validation schema.We have our own schema generation engine for any custom validation which can be used where Open AI is not able to understand or generate correct schema.Yes you are absolutely right.Open AIs output is not always right.We have integrated a JSON parser which validate Open AI output and currently developing a regex parser which validates Open AIs output.Hope it answers your query..Happy to understand your pain point more.

@justeleblanc we do auto column matching through open AI..Ex:If you have defined a template with column name Date of Joining and the CSV data donor upload a CSV with a field DOJ,then your validation engine will skip the importing as it does not match with expected column names..Here Open AI comes handy..It gets the context and smartly identify that DOJ is same as Date of Joining and does the importing..You can go through https://doc.yobulk.dev/YoBulk%20AI/AI%20usecases to understand more on AI usecases of YoBulk.

Thank you for adding a correction. I shouldn’t have been so flippant: OpenAI did not invent transformers, GPT-3 is an iteration of the BERT architecture, which is an encoder, whereas GPT is a decoder model.

Regardless, a GPT model is not a proprietary technology you must get from OpenAI. You’re right that this tool uses OpenAI’s API, but this isn’t necessarily implied by the use of GPT.

That makes sense. It would be good to add this information to the README.