Specialized AI Engineering for Architectural Drawings

Custom AI Floor Plan Analysis

Build AI that sees, reads & understands architectural drawings.

We build custom AI systems that analyze floor plans, blueprints and construction drawing sets—detecting objects, extracting text, understanding spatial relationships, and wiring that intelligence into real business workflows.

Computer VisionOCRSpatial AICustom ModelsBusiness LogicAPIs
Trusted by AEC teams
PDF · CAD · Scanned Blueprints · Drawing Sets
floor_plan_analysis.pdfANALYZING

Structured Output

Rooms5
Doors4
Windows4
Total Area68.2 m²

Extracted

D01 – Hinged
D02 – Sliding
D03 – Hinged
D04 – Pocket
PDF / CAD / Scan

Detection

Doors4
Windows4
Rooms5

Pipeline

Drawing → AI → Structured Data

Core Capability Architecture

A floor plan is more than lines and text.

Architectural drawings contain symbols, dimensions, annotations, schedules, geometry, and spatial relationships that must be interpreted together. Reliable automation requires more than a generic vision model.

SEE

Detect elements inside a drawing

Locate and classify physical components and symbols across dense linework and hatching.

DoorsWindowsWallsRoomsStairsFixturesMEPSymbols
READ

Extract text & annotations

Pull structured information from callouts, legends, schedules, and title blocks.

LabelsDimensionsTagsAnnotationsSchedulesNotesSpecs
UNDERSTAND

Convert pixels to geometry

Turn visual room shapes into precise polygons, coordinates, areas, and spatial bounds.

Room boundariesWall lengthsNet areasCoordinatesTopology
REASON

Apply logic beyond detection

Cross-reference elements across sheets and test against your business rules.

QuantitiesClassificationSchedule matchingCross-sheet linksCompliance
AUTOMATE

Wire intelligence to workflows

Feed structured drawing data into estimating, QA/QC, and software APIs automatically.

TakeoffEstimatingQA/QCComplianceWayfindingSaaS APIs

Have a specific drawing challenge?

We'll evaluate your exact drawings and define the right AI approach.

Request an AI Assessment

Multi-Stage AI Pipeline

From pixels to structured intelligence

Every drawing passes through a 9-stage pipeline engineered to extract maximum structured value from any architectural document.

Request an Assessment
Stage 03

Computer Vision Engine

Custom computer vision neural nets detect, bound, and segment all physical elements, architectural symbols, and room perimeters.

Multi-Model CV

Object detection — doors, windows, walls, rooms, symbols

stage_03_output.json
{
  "detected_objects": [
    { "type": "DOOR", "qty": 14, "conf": 0.98 },
    { "type": "WINDOW", "qty": 18, "conf": 0.96 },
    { "type": "ROOM", "qty": 6, "conf": 0.99 }
  ]
}
Output Formats:JSON / REST APIWebhooksCSV / ExcelPostgreSQLMongoDBCustom DB

Granular Drawing Intelligence

What can AI understand from a floor plan?

Useful automated analysis requires understanding symbols, text, geometry, spatial relationships, schedules, drawing context, and business rules — all connected.

Select a capability category to explore:

Objects

Detect and classify any physical element in an architectural drawing with bounding-box precision.

Request an Assessment →
Doors
Windows
Walls
Rooms
Fixtures
Furniture
MEP equipment
Custom symbols

Deep Semantic Understanding

Don't just detect objects. Understand what they mean.

A production AI system needs to go beyond detection. The goal isn't simply to find a door — the system needs to know where it is, what it connects to, which schedule row describes it, and what your workflow needs to do with that information.

Connect bounding boxes directly to schedule entries across multiple sheets
Extract regulatory ratings (e.g. 90-min fire resistance) and acoustic specs
Map topological room-to-room adjacencies and egress travel corridors
Apply custom business rules and pass/fail validation logic automatically

Real Production AI Reasoning Chain

Semantic Pipeline
Physical Object01

Door detected in drawing — bounding box confirmed

Tag OCR02

Identified tag: D-104

Cross-Sheet Schedule Match03

Tag D-104 matched to Door Schedule row 24 on Sheet A-601

Attribute Parsing04

Extracted: 90-min fire rating, 36″ × 84″, Solid Core

Spatial Topology05

Connects Room 102 (Office) → Room 100 (Corridor)

Business Rule Applied06

Egress compliance ✓ • Estimating record generated

Multi-Sheet & Cross-Document Intelligence

Analyze the entire drawing set—not just one page.

Architectural information is often distributed across plans, elevations, sections, details, schedules, and specifications. We build AI workflows that connect this information into a unified model.

📐
Sheet A-101

Floor Plan

Identifies object locations & room geometry

🏛️
Sheet A-201

Elevation

Defines vertical heights & facade elements

✂️
Sheet A-301

Section

Reveals internal structural & wall assemblies

🔍
Sheet A-501

Detail

Specifies precise joint & construction details

📊
Sheet A-601

Schedule

Tabulates door, window & finish specifications

📑
Spec Book

Specification

Outlines CSI Div 05-09 material standards

Cross-Document Reconciliation Example

01
Floor Plan: Identifies door location and tag D101.
02
Schedule: Defines type, dimensions (36"x84"), and fire rating.
03
Detail: Defines frame construction, head detail, and wall attachment.
04
Specification: Outlines hardware set and manufacturer requirements.
Single Unified Structured Result
JSON / API
Estimating & Takeoff Automation

Turn drawings into estimating data

Stop manually counting symbols, measuring geometry, and transferring information into spreadsheets. We build custom quantity takeoff workflows around your drawings, trade, parameters, and estimating rules.

Automated Quantity Takeoff Flow:

Step 01

Drawing Ingestion

PDF / Scanned Blueprint

Step 02

Symbol Detection

Computer Vision Net

Step 03

Measurement Engine

Linear / Polygon Geometry

Step 04

Classification

Tag & Schedule Matching

Step 05

Quantity Calculation

Waste & Multipliers Applied

Step 06

Estimate Export

Excel / BoQ / API Output

Supported Takeoff Scope & Parameters

Takeoff Categories Tailored to Your Trade

DoorsWindowsWallsFlooringDrywallCeilingsFixturesFramingRoofingElectricalHVACPlumbingSpecialty trade itemsHardware
Build a Custom Takeoff Workflow Tailored to your parameters & BoQ templates
Trade-Specific Intelligence

AI for specialized construction trades

Every trade measures drawings differently. We build AI around the specific elements, measurements, classifications, and estimating rules your workflow requires.

🏢

Architectural Scope

Doors · Windows · Rooms · Wall Layouts · Opening Schedules

Extract room perimeters, door schedules, window specifications, and gross floor areas.

🎨

Interior Finishes

Flooring · Ceilings · Fixtures · Drywall · Millwork

Calculate net tile/carpet square footage, ceiling grid lengths, and fixture counts.

🏗️

Structural Scope

Columns · Beams · Foundations · Framing · Slab Boundaries

Detect structural column grids, foundation footprints, and steel beam schedules.

MEP Engineering

Mechanical · Electrical · Plumbing · Ductwork · Sprinklers

Extract diffuser counts, outlet locations, pipe runs, and panel board schedules.

⚙️

Specialty Trades

Railings · Ornamental Metal · Fire Protection · Glazing

Custom models for Division 05 ornamental metal, fire dampers, and specialized submittals.

Have a specialized scope?

We build around your trade's exact rules.

Whether you count fire dampers, measure ornamental railings, or parse HVAC schedules, we customize the neural net to your symbols.

Discuss a Custom AI Workflow

Custom AI Engineering

Your drawings. Your rules. Your AI.

Generic off-the-shelf models fail because every firm draws differently. We build models trained on your specific drawings, conventions, and business logic.

Generic AI APIs

Off-the-shelf vision models

Reads text but misses drawing context
Detects objects but ignores relationships
No understanding of drawing conventions
Can't handle proprietary symbols
No cross-sheet reasoning
No business rule application
Generic output — not workflow-ready

Custom Floor Plan AI

Built for your specific problem

Understands your drawing standards
Recognizes your proprietary symbols
Connects elements across sheets
Applies your business rules
Produces your exact output format
Trained on your actual drawings
Improves continuously with feedback
Build Custom Floor Plan AI

No generic trial. We assess your actual drawing problem first.

For SaaS Companies

Already have a software product? Add floor-plan intelligence without building the AI stack yourself.

Don't build a computer vision team from scratch. We build and integrate the drawing intelligence layer directly into your existing SaaS platform or mobile app — as a REST API, webhooks engine, microservice, or embedded module.

REST API Integration

Submit drawings via REST API, receive structured JSON. Async processing with webhooks.

Structured Outputs

JSON, CSV, database sync, interactive overlays — whatever your product requires.

Custom Models

We train neural nets on your users' drawing styles for maximum accuracy.

Add Floor Plan AI to My Product

Your SaaS Product

Existing product, unchanged

FloorPlanAnalyzer API

Drawing intelligence layer — REST / Webhooks

Drawing Understanding

CV · OCR · Spatial Reasoning · Rules

JSON
REST API
Webhooks
CSV / Excel
Database
Dashboard

Structured Output Formats

No CV Team Required

Universal Input Ingestion

Work with the drawings & documents you already have.

We build AI pipelines around your existing data sources, document formats, cloud storage, and enterprise repositories.

Drawings & Scans

PDF (Vector & Raster)
PNG / JPG / TIFF
Scanned Drawings
Multi-page Blueprint Sets

CAD & Vector Formats

DWG / DXF Files
SVG Vector Paths
Custom CAD Geometry
MicroStation / Vectorworks

BIM & Model Data

IFC Open Standards
Revit-derived Data
BIM XML / IFC Exports
3D Coordinate Maps

Schedules & Tables

Excel (XLSX / XLS)
CSV Data Files
Structured Door/Window Tables
ERP Material Lists

Supporting Documents

Specifications (CSI Spec)
RFIs & Submittals
Addenda & Bulletins
Detail Sheets & Notes

Enterprise Sources

SharePoint / OneDrive
Google Drive / Workspace
Amazon S3 Bucket
Azure Blob / Cloud Storage
Need another format or source system? We can build the ingestion layer around your requirements.Discuss Custom Input Ingestion
Tailored Outputs & Integrations

Get floor-plan intelligence in the format your workflow needs.

We return structured data, annotated visuals, API streams, or custom application database payloads directly into your existing tools.

Structured Data

JSON Schema Payloads
CSV / Excel Spreadsheets
Database Sync Records
XML Data Feeds

Visual Outputs

Annotated PDF / PNG
SVG Vector Layering
Bounding Box & Polygon Overlays
High-res Crop Artifacts

API & Webhooks

REST API Endpoints
Asynchronous Webhooks
JSON RPC Streams
Custom Middleware Hooks

Engineering Formats

DXF CAD Geometry
Vector Polygons & Coordinates
Linear Measurement Maps
BIM-compatible Data

Business & QA Reports

Quantity Takeoff BoQ
Door & Window Schedules
Compliance QA Findings
Plan Revision Summaries

Application Data

SaaS Product DB Sync
Estimating Software Feeds
Procore / ERP Connectors
Custom Client Dashboards

Flexible System Delivery

Your output doesn't have to fit our software. Our output fits your workflow.

Request an AI Assessment
Automated Drawing Review

Find drawing problems before they become expensive.

Prevent costly field change orders and project delays. We build custom AI drawing review workflows that systematically cross-examine sheets, detect missing tags, and highlight discrepancies.

Missing door/window tags
Unmatched schedule entries
Inconsistent callout dimensions
Missing sheet cross-references
Plan vs. schedule discrepancies
Plan vs. specification conflicts

QA/QC Exception Flagging Engine

Discrepancy FlaggedSheet A-102 vs A-601

Door Tag D-108 in Living Room not found in Door Schedule.

Location: Coords [420, 180] · Bounding Box validated

Dimension ConflictSheet A-101

Room 104 dimension callout says 12'-0", calculated vector length is 14'-2".

Scale mismatch flagged for estimator review.

AI Revision Comparison FlowDiff Engine
REV 01

Base Plan

AI DIFF
REV 02

Updated

REPORT

Delta JSON

+ Added 2 Fire-Rated Doors in Corridor 100ADDED
~ Changed Room 102 Area: 220 sq ft → 254 sq ftMODIFIED
- Removed Window W04 from North ElevationDELETED
Revision Delta Analysis

What changed between drawing revisions?

Automatically compare drawing versions to spot added, removed, or moved objects, changed dimensions, room area shifts, and tag modifications across large revision addenda.

Code & Regulatory Review

AI-Assisted Floor Plan Compliance

Build configurable AI workflows that identify relevant drawing elements, extract precise measurements, and apply rules to support plan review for accessibility, fire safety, egress, door clearances, and corridor widths.

Important Note on Professional Responsibility:AI-assisted analysis supports professional review. Where regulations require professional interpretation or certification, qualified professionals remain responsible for final decisions.
ADA & Accessibility Clearance Rules
Fire-Rated Door & Damper Verification
Corridor Width & Egress Travel Distances
Discuss Compliance Automation
PropTech & Real Estate Intelligence

Turn floor plans into property intelligence.

Build custom AI systems for PropTech platforms, real estate software, facility management tools, and property portfolio databases. Convert un-indexed PDFs into rich structured property records.

Automated Room & Door Counts
Usable & Gross Area Calculations
Layout Feature Extraction
Spatial Adjacency Networks
Property Attribute Tagging
Portfolio Underwriting Datasets

Extracted Property Attribute Schema

{
  "property_id": "PROP-9402",
  "gross_sqft": 4850.5,
  "usable_sqft": 4210.0,
  "efficiency_ratio": 0.868,
  "room_summary": {
    "total_rooms": 14,
    "bedrooms": 4,
    "bathrooms": 3 font_mono,
    "offices": 2
  },
  "doors": { "total": 22, "exterior": 4 },
  "windows": { "total": 18, "glazing_area_sqft": 340.2 }
}

2D Blueprint → Topological Navigation Graph

Graph Extraction

Extracted 42 spatial nodes & 58 walkable edges from Sheet A-101.

Wayfinding Routing

Main Entrance (Node 01) → Elevator Bank A (Node 12) → Suite 400 (Node 34).

Spatial AI & Navigation

Turn architectural plans into spatial intelligence.

Build AI systems that convert 2D floor plans into structured navigation networks and spatial graphs for indoor wayfinding apps, navigation platforms, space planning tools, digital twins, and building directory applications.

Case Studies

Built around real-world drawing problems.

All case studies
PropTech & Wayfinding

AI Floor Plan Analysis for a Wayfinding Platform

Convert 2D floor plans into structured navigation networks and spatial graphs for real-time indoor navigation.

InputArchitectural PDF floor plans
AIRoom detection, spatial graph construction, coordinate extraction
OutputNavigation graph + room metadata API
Residential Construction

Automated Quantity Takeoff for Home Builders

Automate manual symbol counting and room measurement across multi-plan residential packages.

InputMulti-sheet residential plan packages
AIObject detection, room area calculation, schedule matching
OutputQuantity schedule in Excel / BoQ
Subcontractor Estimating

AI-Powered Ornamental Metal Takeoff

Detect custom Division 05 ornamental metal details, linear railing runs, and custom submittal notes.

InputDivision 05 architectural & detail sheets
AICustom symbol vision, linear geometry, spec OCR
OutputFabrication takeoff spreadsheet
AEC & Compliance

Fire-Rated Door Detection & Compliance

Reconcile floor plan door callouts against door schedule fire ratings to verify code requirements.

InputArchitectural drawing set + door schedule
AIDoor detection, tag OCR, cross-sheet schedule match
OutputCompliance QA findings report
Real Estate & PropTech

Floor Plan Intelligence for Property Valuation

Extract room counts, layout features, and usable square footage for automated valuation models.

InputUn-indexed residential & commercial PDFs
AIOCR, room perimeter geometry, attribute tagging
OutputStructured property payload API

The Custom Engineering Advantage

Why build custom floor-plan AI?

Generic off-the-shelf vision models fail on complex architectural drawing sets because every engineering firm and construction workflow operates by its own standards. Here's why custom matters:

01

Your symbols are different

Different firms, regions, and clients use different drawing conventions, legend symbols, and line styles.

02

Your data requirements are different

You may need specific attributes, schedule columns, or geometric parameters that generic vision APIs ignore.

03

Your business rules are different

Your workflow depends on your specific estimating parameters, compliance criteria, or trade classification logic.

04

Your output format is different

You need data structured for your database, API endpoints, spreadsheet templates, or software application.

05

Your software stack is different

The AI needs to integrate with your existing technology stack, internal platforms, or SaaS product infrastructure.

Our Engineering Philosophy

We build around your workflow — not the other way around.

Every system we build starts from your drawings, your targets, and your output requirements.

Request an Assessment

Engineering Process

From drawing problem to production AI

01

Define

We scope your drawing problem, map your business rules, and establish exact output requirements.

02

Evaluate

You share representative drawing sets. We assess complexity, symbol variability, and extraction feasibility.

03

Prove

We build a validated Proof of Concept on your actual drawings so you see real performance before committing.

04

Train

We train and fine-tune models on your specific drawing standards, legends, and annotation conventions.

05

Integrate

We integrate the custom AI engine into your stack via REST API, webhooks, microservices, or database sync.

06

Deploy

We deploy to production with continuous monitoring, confidence scoring, and automated QA fallback.

Floor Plan AI Assessment

Have a floor-plan problem? Show us the drawing.

Send us a representative drawing and tell us what you want to detect, extract, measure, understand, or automate. We'll assess the problem and recommend the right AI approach.

What to detect

Doors, windows, fixtures
Custom symbols
Room types
Specific objects

What to extract

Schedules & quantities
Dimensions & areas
Labels & tags
Annotations

What output you need

JSON / API
CSV / Excel
Database integration
SaaS feature
Custom AI Engineering Practice

Build AI around the way your business actually works.

What do you want AI to understand in your architectural drawings? Tell us your targets, send us representative plans, and we'll evaluate your exact AI feasibility.

No generic demo. We evaluate your actual drawing problem with your actual blueprints.