Mandelbaum.ai

Search is an underrated revenue lever in many online shops: classic keyword search needs the exact product name, operators maintain synonym lists by hand, and queries still end with no results.

Mandelbaum replaces this with semantic search based on an AI model hosted in Germany that works without setup.

It also prepares product data for language models and gives every shop an interface (MCP server) for AI shopping assistants. It targets online retailers in the DACH region and is based in Cologne.