On-site search & product discovery challenges

On-site search and product discovery remain weak across most e-commerce sites, with static experiences and sparse recommendation data.

Analysis:

AI-powered on-site search and product discovery that understands natural language, visual similarity, and contextual intent could dramatically improve conversion. Companies like Algolia and Constructor.io are leaders, but the shift to LLM-powered shopping experiences creates room for a next-generation platform.