Analytics
Enterprise Product Brief
Intelligent Architectural Drawing Analysis Platform
Enterprise-grade AI-powered platform designed to automate the analysis of architectural drawings. Enables structured extraction of panel data, room references, and material specifications, replacing manual review processes with a consistent, repeatable workflow.
Problem Context
The Challenge of Manual Drawing Analysis
Architectural and construction teams often rely on manual review of drawing sets to extract panel information, dimensions, room references, and material details. These processes commonly introduce challenges such as:
Repetitive manual annotation of drawings
Inconsistent interpretation of panel codes and symbols
Difficulty correlating drawings with specification documents
Limited traceability between source drawings and extracted data
Increased coordination effort between design, documentation, and delivery teams
Core Capabilities
Automated AI-Assisted Workflow
MarkFlow™ provides an automated, AI-assisted workflow for analyzing architectural drawing PDFs and associated specification documents.
Intelligent Panel Detection and Marking
Analyzes architectural drawings to identify panel codes and visually annotate detected panels. Pattern-based detection with configurable panel code libraries and color-coded overlays.
AI-Assisted Data Extraction
Extracts structured information from annotated drawings using AI-assisted image analysis. Includes extraction of panel dimensions, identifiers, room references, and schema-based validation.
Processing Progress Visibility
Provides visibility into processing stages throughout the workflow with page-level status, clear workflow separation, and transparent completion indicators.
Output Generation
Produces structured outputs including consolidated tabular data files, annotated drawing PDFs, page-level exports, and structured JSON for system integration.
Configurable Panel Systems
Supports project-specific panel coding conventions with custom panel code definitions, flexible color assignments, and scale-aware processing parameters.
Solution Differentiators
What Makes MarkFlow™ Unique
Purpose-Built for Architectural Drawings
Designed around architectural drawing conventions, including panel code patterns, elevation and room labeling systems, drawing scale considerations, and specification alignment workflows.
Combined Visual and Structured Outputs
Uniquely combines visually annotated drawings with structured data extraction and direct linkage between visual context and data outputs.
Configurable and Adaptable
Adapts to varying project standards without requiring code changes via custom panel libraries, flexible workflow paths, and configurable extraction parameters.
Transparent Processing
All stages of the workflow are visible and auditable, reducing reliance on opaque automation.
Use Case Scenarios
Application Areas
Architectural Documentation Support
Architectural Documentation Support
Architectural Documentation Support
Technical Specifications
Solution Architecture
MarkFlow™ is built on a modern, containerized architecture designed for production deployment across multiple environments.
OpenAI GPT Vision
AI/ML Foundation
FastAPI (Python)
API Layer
PyMuPDF
PDF Processing
Docker
Cloud-Ready Deployment
SQLite (Scalable)
Data Persistence
REST API + WebSocket
Integration
Deployment Options
MarkFlow™ supports multiple deployment models to fit your infrastructure requirements
Containerized Deployment
Docker-ready for AWS, Azure, GCP
API-First Architecture
RESTful endpoints for system integration
Real-Time Monitoring
Health checks and status tracking
Audit Trail
Complete job history and lineage
Special Offer
The AI Council Incubator
Not a trial. Not a demo. A working system producing a measurable result, built directly into how your organisation already works.
What the AI Council Incubator delivers
One working AI system built inside your operations
Integrated into existing tools, nothing new to learn
Measurable result agreed and documented before we build
Full documentation + 30-day review report
No licence, platform, or ongoing commitment required
What happens after you apply
Submit the form. It takes 2 minutes
A senior practitioner contacts you within one business day
45-minute scoping call where we map your workflows, not sell you tools
We build. You see measurable results at 30 days. You decide whether to scale.
Limited to two organisations per quarter. Currently accepting Q2 2026 application
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