Many applications need to interact with content available through different modalities. Some of these applications process complex documents, such as insurance claims and medical bills. Mobile apps need to analyze user-generated media. Organizations need to build a semantic index on top of their digital assets that include documents, images, audio, and video files. However, getting insights from unstructured multimodal content is not easy to set up: you have to implement processing pipelines for the different data formats and go through multiple steps to get the information you need. That usually means having multiple models in production for which you have to handle cost optimizations (through fine-tuning and prompt engineering), safeguards (for example, against hallucinations), integrations with the target applications (including…