AI-Powered Visual

From Static Floor Plans to Machine-Readable Data

From Static Floor Plans to Machine-Readable Data

From Static Floor Plans to Machine-Readable Data

90%

High-accuracy symbol detection.

90%

Reliable performance on diverse.

1k+

Scalable architectural document analysis.

Our Impact

Converting Visual Complexity into Structured Intelligence

Converting Visual Complexity into Structured Intelligence

Converting Visual Complexity into Structured Intelligence

Architectural diagrams are dense, inconsistent, and visually complex. Manual interpretation is time-consuming and prone to inconsistency, especially across different drawing standards and layouts.

This AI-driven system transformed unstructured blueprints into structured, machine-readable data — enabling automated indexing, validation, and downstream analysis workflows.

95% Detection Precision

Accurate identification of standardized diagram symbols.

90% Cross-Layout Recall

Strong generalization across varied drawing styles.

Large-Scale Diagram Processing

Analyzed thousands of real-world floor plans.

Reduced Manual Interpretation

Minimized human review time significantly.

The Challenge

Parsing Noisy, Unstructured Architectural Drawings

Parsing Noisy, Unstructured Architectural Drawings

Parsing Noisy, Unstructured Architectural Drawings

Architectural floor plans contain varied symbols, annotations, and diagram styles that differ across firms and projects.

Traditional rule-based systems struggled with inconsistencies, noisy scans, and layout variability, making automated extraction unreliable.

Our Approach

Designing a Deep Learning–Based Detection System

Designing a Deep Learning–Based Detection System

Designing a Deep Learning–Based Detection System

We developed a computer vision pipeline using deep learning object detection to identify lighting fixtures, electrical symbols, and structural annotations.

We developed a computer vision pipeline using deep learning object detection to identify lighting fixtures, electrical symbols, and structural annotations.

The workflow included dataset curation, model optimization, and validation to ensure high precision and recall across diverse diagram styles.

The workflow included dataset curation, model optimization, and validation to ensure high precision and recall across diverse diagram styles.

Solutions

A Scalable Architectural Document Intelligence Engine

A Scalable Architectural Document Intelligence Engine

A Scalable Architectural Document Intelligence Engine

The final system converts complex floor plans into structured datasets ready for automated validation, indexing, and computational analysis.

The final system converts complex floor plans into structured datasets ready for automated validation, indexing, and computational analysis.

By bridging static design artifacts with machine understanding, the platform enables faster processing, higher accuracy, and scalable architectural document intelligence.

By bridging static design artifacts with machine understanding, the platform enables faster processing, higher accuracy, and scalable architectural document intelligence.

"The AI automation transformed our hiring. Screening resumes is now instant, and HR can focus on top candidates."

"The AI automation transformed our hiring. Screening resumes is now instant, and HR can focus on top candidates."

— Asneha Shadman

Let’s build something that matters with speed and clarity

Let’s build something that matters with speed and clarity

Let’s build something that matters with speed and clarity

Tell us what you’re working on and we’ll explore how

our team can help bring it to life with AI and UX

Tell us what you’re working on and we’ll explore how our team can help bring it to life with AI and UX

Cipher Labs

We build future-ready AI tools for those moving fast, with clarity, speed, and precision.

Copyright © 2025 Cipher Labs. All rights reserved

Cipher Labs

We build future-ready AI tools for those moving fast, with clarity, speed, and precision.

Copyright © 2025 Cipher Labs. All rights reserved

Cipher Labs

We build future-ready AI tools for those moving fast, with clarity, speed, and precision.

Copyright © 2025 Cipher Labs. All rights reserved

Cipher Labs

We build future-ready AI tools for those moving fast, with clarity, speed, and precision.

Copyright © 2025 Cipher Labs. All rights reserved