Case Study
BIM6D - Web Automation Case Study
Empowering a complex carbon-management platform with scalable
testing to ensure accuracy, reliability, and seamless performance.
Overview
BIM6D is a construction technology platform designed to enhance Building Information Modeling (BIM) workflows by integrating project planning, cost estimation, scheduling, and lifecycle management into a single collaborative environment. The platform helps architects, engineers, and contractors visualize and manage projects more efficiently across all phases of construction.
We supported BIM6D by developing a collaborative project intelligence platform that allows stakeholders to access real-time data, coordinate tasks, and monitor project progress while reducing miscommunication and costly rework.
Challenges
Construction stakeholders relied on disconnected tools for planning, costing, and documentation.
Teams faced coordination issues due to lack of real-time data sharing.
Project delays occurred because updates were communicated manually.
Large 3D models and project data required efficient visualization and handling.
What We Did
To address these challenges, Mechlin Technologies designed and implemented an AI-driven agentic layer on top of the GhostQA platform. The goal was to move beyond traditional no-code automation by introducing a conversational, intelligent assistant that could understand user intent, orchestrate complex testing workflows, and proactively guide users through execution and analysis. By combining natural language interaction, workflow automation, and human-in-the-loop safeguards, we transformed GhostQA into a more intuitive, scalable, and assistant-led QA experience.
Centralized BIM Dashboard: Built a unified project workspace where stakeholders could manage schedules, documents, and model data.
Real-Time Collaboration Tools: Enabled teams to share updates, mark issues, and coordinate across departments.
3D Model Visualization: Integrated interactive BIM viewing capabilities allowing users to inspect building models directly in the browser.
Workflow Automation: Implemented task tracking and automated notifications for project updates and approvals.
Cost & Schedule Monitoring: Created analytics dashboards showing project progress, budgeting, and completion timelines.
Tech Stack
To support this agent-driven architecture, Mechlin Technologies carefully selected a modern, scalable technology stack capable of handling real-time interactions, workflow orchestration, and seamless platform integration. The stack was designed to ensure reliability, extensibility, and smooth communication between the AI layer, automation engines, and the GhostQA user interface—while remaining flexible enough to evolve with future testing and AI capabilities.
Frontend: React.js with WebGL-based 3D rendering for BIM visualization.
Backend: Node.js APIs for project data and collaboration workflows.
Database: PostgreSQL for structured project information.
Cloud Hosting: AWS infrastructure for scalability and performance.
File Processing: Optimized storage and streaming of large BIM model files.
Highlights
The introduction of the AI agent significantly changed how users interacted with GhostQA on a day-to-day basis. Instead of navigating complex configurations and fragmented workflows, teams gained an intelligent, conversational layer that simplified decision-making, reduced friction, and accelerated test execution. These improvements translated into measurable gains in usability, efficiency, and overall QA confidence across teams.
Integrated Construction Workflow: All stakeholders access one centralized project environment.
Real-Time Coordination: Faster communication between architects, contractors, and managers.
Visual Decision-Making: Interactive BIM models improve planning accuracy.
Reduced Project Errors: Early detection of conflicts minimizes rework.
Impact
Project coordination shifted from scattered communication channels to a single collaborative workspace.
Teams can now identify construction conflicts early instead of discovering them during later project stages.
Stakeholders gained unified access to project documents and real-time updates.
Improved planning accuracy helped reduce delays and improve scheduling efficiency.
Result: BIM6D improved collaboration between construction stakeholders, minimized communication gaps, and enabled faster, more predictable project delivery.
Carbon Voice is a modern voice messaging and communication app designed to provide fast, secure, and intuitive voice interactions across Android and iOS platforms.
QA
Automation Test creation
QA process automation
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