kapynResearch

Embed the world: Multimodal AI for searchable aerial imagery at scale

Amazon researchers detail a multimodal AI system for searchable aerial imagery. The system leverages Amazon Bedrock and OpenSearch Serverless, outperforming other embedding models with Amazon Nova Multimodal Embeddings for superior geospatial semantic search. This work informs practical guidance for building similar large-scale systems and evolved into the Vexcel Intelligence product.

AWS ML Blog·Jun 22, 2026

Opening Kapyn…