Real Estate Visualization & Proposal Automation AI

Real Estate Visualization & Proposal Automation AI

Spatial Data Extraction, Virtual Renovation, Automation

Spatial Data Extraction, Virtual Renovation, Automation

Spatial Data Extraction, Virtual Renovation, Automation

A custom AI solution for global real estate firms like CBRE that automates property visualization and proposal generation. The system extracts structural, perspective, and proportional data from existing space photos, then generates virtual renovation images ready for direct use in client proposals.

Traditionally, visual assets for a single real estate proposal required outsourcing to CG studios, with an average of 5-6 revision cycles due to gaps between intended and delivered results. Planby's solution generates high-quality visuals instantly from minimal inputs — just a space photo and a text prompt.

Key Results

Key Results

  • Custom AI solution delivered to CBRE and other global real estate enterprises


  • Served as a key reference for North American market entry


  • Proposal production time: 2-4 weeks → days

Explore Use Cases

Related Projects

See how Planby applies the custom AI pipeline across different contexts—from plants to housing and commercial real estate—and explore the practical playbooks behind the results.

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