Chatbots are getting smarter-but many still rely on text-only inputs, limiting their usefulness in today’s multimodal world.
Customers interact with your business using images, voice notes, and PDFs-not just words. That means your digital touchpoints should understand these inputs. Thankfully, the rise of multimodal AI is making this more accessible than ever.
Open-source models like Bagel and commercial offerings from OpenAI and others allow bots to process multiple forms of input simultaneously. This opens up innovative use cases:
Faster resolution times, better customer satisfaction, and reduced burden on human support teams. In early pilots we’ve supported, multimodal chatbots have reduced average handling time by up to 40%.
Like any tech investment, success starts with good questions tied to real business goals. Multimodal doesn’t mean replacing humans-it means augmenting them with richer context so they can serve your customers more effectively.
We're doing a lot of exciting work in this space. If you’re exploring smarter chatbot experiences-or want to discuss how this could work for your customers-I’d love to chat.