Insights on software engineering, DevOps, AI automation, and the products we build.
Ask your AI assistant for a flat and get real, current German listings, each with a valuation and a link to the portal. How the Somantic MCP server helps investors, Makler, and private buyers and renters.
German law makes comparables the priority valuation method but cannot define what counts as comparable. A self-organizing map learns that definition from the data, discovers submarkets instead of assuming postcodes, and never needs a restricted sold price to train.
A Google Business Profile helps people find your small business, but it does not close the deal. Here is how a managed website wins more customers, better enquiries, and even your next hire, all on one monthly fee.
German rental listings disappear in 23 days on average. Somantic aggregates ImmobilienScout24, Immowelt, Kleinanzeigen, and more into a single GraphQL endpoint, paired with a transparent property valuation API that shows exactly which comparables drove the estimate.
Only 2.3% of cold calls become meetings on average. The bottleneck is not the pitch: it is showing up every day. Dialingo fixes that with streaks, XP, and a celebration for every booked deal. Here are the habits that work and how the app makes them stick.