Real estate in India remains dominated by brokers and gut feeling, despite developers building data-driven systems for other sectors. Meteryard, a property decision advisory platform, is exploring how technology can clarify choices for buyers rather than just adding more listings. They're asking the developer community for input on key design challenges.

The core questions revolve around data trust and AI's role. Which metrics matter most: historical prices, location signals, rental yields, or legal risks? Should AI recommend properties or only explain trade-offs? From a technical standpoint, cleaning unreliable data, standardizing locations, and pricing, or building user trust in algorithms present significant hurdles in the Indian market.

Meteryard is experimenting with these ideas, seeking alternative designs from fellow developers. A key test is whether users would accept a platform that warns about long-term regrets on a property. The discussion highlights the gap between data-rich industries and the opaque real estate sector, pushing for tools that prioritize informed decisions over sheer volume.