Multimodal AI

Multimodal systems combine information across different input and output formats. They can power visual question answering, document understanding, voice assistants, image generation, video analysis, and interfaces where users naturally mix text, images, and speech. Understanding it helps teams improve output quality, manage latency and cost, and decide how much information or control should sit outside the model itself.