Built Environment Data Supply

Real-world design documentation for robotics and spatial AI.

ReplayAI, LLC is developing a sourcing pipeline for architectural, mechanical, and landscape-design datasets intended for robotics, computer vision, world models, gaming / simulation, ego-view video data, computer-use agents, large-scale data processing, and built-environment AI systems.

Operating Regions

Australia, US, Canada, China

Data Type

Commercial drawings

Company Overview

We provide access to professionally produced construction and planning documentation sourced through industry relationships in architecture, landscape architecture, and housing development.

The objective is simple: deliver high-signal built-environment data that helps models reason about spaces, systems, layouts, constraints, and real development workflows.

01 / Dataset Categories

World Model & Spatial Reasoning Data

  • Built-environment layouts for scene understanding
  • Spatial planning documentation for world models
  • Game, simulation, and digital-environment use cases
  • First-person / ego-view recorded video data
  • Computer-use and interface-interaction data
  • Indoor / outdoor navigation context
  • Custom sourcing for spatial intelligence workflows

Landscape Architecture & Outdoor Design

  • Public park layouts
  • Residential garden designs
  • Apartment-complex landscaping
  • Streetscape and curbside-strip planning
  • Pathway and circulation layouts
  • Planting and irrigation schematics
  • Outdoor amenity-space planning

Residential & Multi-Story Housing

  • Apartment-complex floorplans
  • Multi-story residential building layouts
  • Individual apartment-unit plans
  • Housing-development plans
  • Shared and common-area layouts
  • Repeated base-layout iterations and variants

Mechanical / Infrastructure Documentation

  • HVAC system layouts
  • Crawl-space documentation
  • Electrical routing plans
  • Plumbing layouts
  • Service coordination drawings
  • Building infrastructure schematics

02 / Dataset Characteristics

Real-world commercial documentation

Substantial drawing and sheet inventory under source review

Large base-layout archive with availability dependent on permissions

Multiple iterative variants per base design

High-detail professional construction documentation

Large-scale data processing for video, scans, and document conversion

Multi-discipline data spanning architecture, landscape, and infrastructure systems

Many residential and apartment-complex projects include repeated structural templates with multiple unique floorplan iterations, reflecting real-world development workflows rather than isolated example drawings. ReplayAI can also support first-person recorded video and large-scale processing workflows where raw data needs to be organized, filtered, converted, or prepared for training pipelines.

03 / Formats & Commercial Model

Data Formats

  • PDF
  • High-resolution scans / images
  • Annotated construction sheets
  • Vector-based drawings, where available

Commercial Model

  • Per-sheet licensing
  • Bulk dataset acquisition
  • Custom sourcing requests
  • GPU-scale data processing engagements
  • Ongoing data partnerships

Pricing Factors

Pricing varies based on volume, exclusivity, rights availability, project complexity, and the level of custom sourcing or GPU-scale data processing required.

04 / Compliance & Review

Datasets are reviewed prior to delivery. Sensitive project identifiers or infrastructure details may be redacted where required.

Dataset availability is dependent on source permissions, licensing constraints, and commercial feasibility. Additional categories and scale may expand as sourcing relationships develop further.

Contact

Request built-environment data for model development.

For robotics, spatial AI, world models, gaming / simulation, first-person ego-view video datasets, computer vision, and computer-use agents that need real architectural documentation, interface-interaction data, or high-volume data processing.

eric@replayai.org