Maksim Mahzov is the AI Experience Lead at symmetRE, the standardization layer for real estate data. symmetRE helps owners and asset managers turn fragmented data into a single, trustworthy view of the portfolio.
Every AI vendor demo in real estate follows a script. The data looks clean. The model answers fast. Someone asks about occupancy trend in Q3 and the answer comes back correctly. Everyone nods. The meeting ends. What does not make it into the demo is what happens when something goes
If you use Claude, ChatGPT, or any AI assistant at work, your next question should be: what is a "tool"? What is an "agent"? And what does the symmetRE MCP actually do with them?