Success Stories
Engineering Projects & Applied Research
Explore the structure of our engineering portfolio, from completed BIM work to ongoing research in AI-assisted engineering and LLM-based workflows.
Completed Projects
Delivered BIM coordination, Revit automation, and model information structures.
Portfolio References in Preparation
Our completed project records and technical case studies are being compiled and reviewed for publication. Only authorized engineering work with formal release approval will appear here.
AI & LLM Development
Applied research in semantic BIM querying, retrieval-augmented technical workflows, and code automation.
Applied AI Research Flow
BIM Data & Project Docs
IFC schemas, RVT parameters, schedules, specification sheets
Human Engineering Oversight: All LLM experiments operate under strict engineer-in-the-loop validation. Outputs are never autonomous.
Active Research Workstreams
3 Areas Under EvaluationSemantic BIM Querying & Parameter Parsing
Evaluating domain-adapted models for natural-language parameter inspection across complex IFC and Revit datasets.
Revit API & Python Script Generation
Prototyping prompt-assisted code synthesis and syntax validators for repetitive pyRevit and C# automation tasks.
Model Specification Compliance Verification
Experimenting with automated cross-checking of tender requirements against extracted model parameters.
Notice: The items above reflect internal research and development prototypes. They are not commercialized software products or automated guarantees.
Client Testimonials
We are preparing authentic client perspectives. Verified feedback and collaboration reviews will be published here as projects conclude and formal authorization is received.