We’re adding image search to an existing text-only ente...

Before selecting an encoder or building the system, you must address the access model—specifically, who is authorized to see which images. Additionally, you must assess whether a shared embedding space for text and images is viable, as the score distributions for these two modalities are often significantly different. Simply choosing a model like CLIP without addressing these architectural and security concerns is a common mistake.