In the previous post, I talked about the PropertySphere Telegram bot (you can also watch the full video here). In this post, I want to show how we can m...

Ayende is a software engineer, blogger, and open-source contributor known for his expertise in software architecture and database development. Readers can learn about database design, NoSQL databases, and domain-driven design (DDD). With blog posts, tutorials, and open-source projects, Ayende shares  insights and best practices for building robust and scalable software systems.

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PropertySphere's Telegram bot uses RavenDB's Gen AI features to process images sent by renters. When a photo is received, it's stored as a document attachment, then a background Gen AI task analyzes it using GPT-4.1-mini to generate descriptions. RavenDB subscriptions detect when descriptions are ready and feed them back into the conversation. The AI agent can then take actions like creating service requests based on the image analysis, demonstrating how to build intelligent chatbots with minimal complexity by leveraging database-integrated AI capabilities.

PropertySphere bot: understanding images