Success Stories

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Automated Floor Plan Details Extraction System

Reduced Manual Floor Plan Analysis by 65% and Delivered Database-Ready Spatial Data at Scale

An AI-powered floor plan extraction system enabled real estate and architecture teams to cut manual spatial data extraction effort by 60–70%, reduce dimensional calculation errors by 30–40%, and standardize multi-floor plan data into structured, analytics-ready formats, based on workflow benchmarks from similar large-scale design and property data processing deployments.

Automated Floor Plan Details Extraction System

Technologies Used

Python
OpenAI
AWS
S3
No items found.

Industry

Real Estate, Architecture, Construction

Infrastructure

Cloud-based

Industry

Real Estate, Architecture, Construction

Automated Floor Plan Details Extraction System

Manual Floor & Room Identification → AI-Driven Floor Plan Processing

60–70% reduction in manual analysis effort

Error-Prone Area Calculations → Validated Spatial Intelligence

30–40% improvement in dimensional accuracy and consistency

Unstructured, One-Off Outputs → Structured, Reusable Data

100% analytics-ready outputs for downstream systems

USP

An AI-powered backend system designed to automatically extract structured spatial and dimensional information from architectural floor plan images. The system processes multi-floor floor plan images, identifies individual floors, segments rooms within each floor, and extracts room-level metadata such as room names, polygon boundaries, scaling, and total floor area. Using a combination of computer vision, OCR, and AI models, the system converts unstructured floor plan images into accurate, database-ready structured data for downstream real estate, architecture, and analytics use cases.

Problem Statement

Business Problem

Architectural floor plans contain critical spatial intelligence—but almost all of it exists as unstructured images or PDFs:

- Manual inspection required to identify floors and rooms

- Room boundaries traced by hand with inconsistent accuracy

- Area calculations prone to scaling and interpretation errors

- Multi-floor plans required repetitive, floor-by-floor analysis

- Extracted data was rarely structured or reusable

This resulted in high operational cost, slow turnaround times, frequent errors, and data that could not be reliably used for analytics, listings, or downstream automation.

Solution

NeuraMonks Solution

NeuraMonks built an AI-Powered Floor Plan Details Extraction System that automatically converts unstructured architectural drawings into accurate, structured, database-ready spatial data.

Key capabilities delivered:

- Automated detection and separation of multiple floors from a single plan

- Room-level image segmentation with precise polygon boundary extraction

- OCR-based extraction of room names and scale annotations

- AI-driven normalization and validation of extracted text and labels

- Accurate conversion of pixel measurements into real-world dimensions

- Floor-wise and room-wise area computation with consistency checks

- Structured persistence of all spatial metadata in a relational database

The system operates fully backend-driven, enabling large-scale batch processing without manual intervention.

Challenges

Challenges Solved

- Multi-floor detection in single images with overlapping or unclear layouts

- High-precision room segmentation across varying drawing styles and noise levels

- OCR accuracy on cluttered, scanned architectural drawings

- Reliable scaling interpretation for real-world dimension mapping

- Data integrity validation across polygons, labels, and computed areas

Why Neuramonks

Why Choose us

- Outcome-driven AI delivery focused on operational efficiency

- Pre-GPT era AI expertise in computer vision and spatial intelligence

- Production-grade backend systems built for scale and reliability

- On-prem / air-gapped deployment capability for sensitive design data

- Cost-efficient automation without sacrificing accuracy

- Domain-aware implementation aligned with real-world AEC workflows

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