Setting up an embedding alternative out of huggingface sentence transformers is fairly easy, the magical thing openai does is that they will create embedding of 8192 characters at a time while most other emerging will force you to chunk your documents in 512 characters long sequences, losing lot of context, multiplying your queries result, search times etc