Funding
Funding not disclosed

Founders
Product
Problem
Architecture and construction firms struggle to adopt generic AI tools like ChatGPT or Midjourney because these solutions do not understand industry‑specific data, standards, or design workflows, leading to outputs that require extensive manual correction. The gap between demo expectations and real project requirements hampers productivity and discourages AI investment.
Solution
PlanBai offers an end‑to‑end AI transformation service for the built environment sector. The company begins with an AI readiness assessment (AX diagnosis) to identify organizational gaps and data readiness. Based on the assessment, PlanBai designs and integrates custom AI models that are trained on the firm’s own design libraries, material specifications, and project standards. Specialized capabilities include super‑resolution rendering that upscales low‑fidelity sketches to presentation‑grade visuals while preserving perspective, texture, and spatial proportions. The platform delivers these tools through a cloud‑based workflow that fits into existing CAD/BIM pipelines, enabling architects, interior designers, and construction teams to generate, refine, and validate design outputs with minimal manual intervention.
Target Audience
Primary customers are architecture firms, interior design studios, and construction companies that need AI‑enhanced design, visualization, and project workflow capabilities.
Features
- AI readiness (AX) assessment to map data, processes, and skill gaps specific to architecture and construction firms
- Custom model training on proprietary design archives, material libraries, and project standards
- Super‑resolution rendering AI that converts low‑resolution sketches into high‑quality presentation visuals while maintaining accurate geometry and material cues
- Seamless integration with common CAD/BIM software via plugins or API, allowing designers to invoke AI functions within their native tools
- Cloud‑hosted workflow that manages model inference, version control, and secure storage of firm‑specific data
- Automated quality checks that flag outputs requiring human review, reducing rework time