CONSTRUCT.AI Research Labs
AWS Activate Research Initiative • Generative AEC Systems

Pioneering Generative AI for Architecture & Construction

Autonomous structural optimization, parametric BIM geometry synthesis, and real-time multi-agent logistics planning powered by custom foundation models and AWS cloud infrastructure.

42.8%
Carbon Reduction
10M+
Nodes Synthesized
< 140ms
Inference Latency
PARAMETRIC_CANVAS_V4.OBJ
REALTIME_GRID
STRUCTURAL_NODES: 128
LOAD_VECTOR: STABLE (0.94)
Interactive Generative Mesh Pipeline AWS Bedrock Bedrock-V3
Evaluation Sandbox

Generative Structural & Design Feasibility Tool

Simulate real-time Generative AI inference on structural load parameters, zoning bounds, and material carbon balance.

Input Parameters

TARGET FOOTPRINT (SQM) 4,500 m²
FLOOR LEVELS 14 Stories
PARAMETRIC_OUTPUT_PREVIEW SYNTHESIS COMPLETE
MODEL: CONSTRUCT-CLAUDE-3.5-AEC
COMPUTE NODE: AWS-BEDROCK-US-EAST-1
Load Efficiency Score
94.2%
AISC 360 Compliant
Embodied Carbon
-38.5%
vs standard concrete
Estimated Build Cost
$18.4M
Optimized Material Plan

Core Technical Tracks

Focused Generative Research Streams

Bridging frontier AI model capabilities with practical structural engineering, construction automation, and sustainable material dynamics.

01

Generative BIM & Parametric Drafting

LLM-driven CAD synthesis pipelines that parse complex zoning regulations and building codes to generate fully compliant, edit-ready IFC/Revit structural models automatically.

  • ✔ Automated 2D drafting to 3D BIM conversion
  • ✔ Real-time local council code compliance checks
02

Autonomous Site & Logistics Multi-Agents

Multi-agent vision-language models for heavy machinery coordination, live site hazard avoidance, automated earthwork pathing, and material staging optimization.

  • ✔ Live video stream site safety detection
  • ✔ Dynamic crane & transport scheduling graph
03

Thermal, Solar & HVAC Neural Optimization

Deep generative thermal modeling for building envelopes. Synthesizes microclimate simulations to optimize custom HVAC ducting and passive solar orientation.

  • ✔ Passive solar envelope generation
  • ✔ Sub-second fluid thermal simulations
Cloud Pipeline

Scalable Infrastructure Powered by AWS Bedrock

Our research stack couples frontier models hosted on Amazon Bedrock with custom AEC domain-specific fine-tuning layers and high-performance vector databases for instantaneous CAD geometry retrieval.

01
Anthropic Claude on Bedrock Pipeline

Low-latency structural logic parsing, multi-modal engineering schematic interpretation, and code translation.

02
Vectorized Building Code RAG

Indexed databases of IBC, Eurocode, and regional zoning laws for precise real-time constraint validation.

03
Edge Geometry Rendering via Cloudflare Workers

Ultra-fast web-based rendering of generative meshes and wireframes directly on edge nodes globally.

SYSTEM ARCHITECTURE MATRIX
CAD
Raw Structural Parameters
JSON / STEP / IFC Formats
➔
AWS
AWS Bedrock Engine
Claude Foundation Model + AEC Fine-Tuning
➔
BIM
Optimized Structural Mesh
Load Factor & Carbon Validated
✔

Publications

Technical Papers & Preprints

Explore Full Repository (GitHub) ➔
[PUB-2025.01] Structural Engineering & AI

Parametric Structural Optimization via Multimodal Foundation Models

Evaluating deep generative cross-attention networks in reducing structural steel weight while maintaining ASCE 7-22 structural safety margins.

PDF • 2.4 MB Read Paper
[PUB-2024.11] Automated Compliance

Automated Building Code Verification Using Retrieval-Augmented Generation

A RAG architecture utilizing vector embeddings of complex city zoning codes to perform instant 3D model compliance checks during early architectural stages.

PDF • 4.1 MB Read Paper
[PUB-2024.08] Robotics & Site Planning

Multi-Agent Vision-Language Models for Dynamic Construction Site Logistics

Implementing distributed edge inference for heavy machinery collision prevention and real-time material staging layout generation.

PDF • 1.8 MB Read Paper