AI-Powered Assistants for AEC

AI-Powered Assistants for AEC

Practical Intelligence for Real Construction Work


Clarity where projects get complex. 


Construction teams don’t struggle because they lack data. They struggle because critical information is scattered across systems, buried in files, or locked behind time-consuming workflow

At nCircle Tech, we build AI-powered assistants for the AEC industry that help teams access, understand, and act on project information—directly within the tools they already use. These are not generic chatbots or static automations. They are adaptive systems designed around how construction projects are actually delivered.


Our approach is shaped by hands-on experience with AEC project data and workflows, deep technical expertise in AI and machine learning, and long-standing specialization in Autodesk Construction Cloud and BIM ecosystems. This foundation allows us to design assistants that align with how site teams, project managers, and leadership work in practice—not how software assumes they should. 

ACC AI Assistant

The nCircle ACC AI Assistant is integrated directly into Autodesk Construction Cloud and works with live project data. It allows teams to ask practical questions and receive clear, contextual responses without navigating complex screens or exporting data.

  • • Querying issues by location, trade, priority, assignee, or status
  • • Summarising issues and highlighting key dependencies
  • • Accessing related drawings, photos, and documents from a single interaction
  • • Identifying recurring issues and patterns that indicate risk
  • • Generating shareable summaries for coordination and reporting

Result: The assistant is aware of roles and project context, making it equally useful on site, in coordination meetings, or during project reviews.

AI enabled Power BI dashboard for AEC

From Project Insight to Portfolio Understanding


Project teams need detail. Leadership needs perspective. 


The Power BI Assistant builds on ACC intelligence by enabling portfolio-level analysis across projects, regions, and time periods. It connects Autodesk Construction Cloud data to Power BI and allows users to interact with that data using natural language. 


Rather than waiting for complex BI models or static reports, teams can ask focused questions and receive concise, decision-ready insights. 


This approach: 


  • Reduces time spent preparing and validating data 
  • Improves confidence in reported metrics 
  • Helps leadership identify trends, risks, and performance gaps earlier 


By linking project intelligence with portfolio oversight, organizations gain continuity—from site activity to executive decision-making.

Autodesk Assistant vs nCircle ACC AI Assistant

Autodesk’s assistant helps users navigate the software. The nCircle ACC AI Assistant helps teams understand and deliver their projects using live data.

  • • Autodesk Assistant provides static, documentation-based answers; nCircle ACC AI Assistant delivers context-aware insights using live ACC project data.
  • • Autodesk Assistant helps users understand how to use the software; nCircle ACC AI Assistant helps teams understand what is happening on the project and why.
  • • Autodesk Assistant is limited to product guidance; nCircle ACC AI Assistant analyzes project workflows, data, and performance signals.
  • • Autodesk Assistant supports platform adoption; nCircle ACC AI Assistant supports decision-making and execution on real projects.
  • • Autodesk Assistant reacts to user questions; nCircle ACC AI Assistant proactively surfaces explanations, trends, and risks.

Result: As project-level insight becomes clearer and more accessible, organizations are ready to take the next step—gaining visibility and intelligence across multiple projects.

Case Studies

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Delivered BIM Model from scanned data within a day using our ML-based ScantoBIM automation

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How Deep Learning helps in creating 3D models from 2D plans using ML

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ML-Powered Solutions for Carbon Footprint Reduction in Residential Buildings with a Focus on Achieving Net Zero

See Where AI Can Realistically Improve Outcomes Across Your Projects

Discuss your current ACC usage, reporting challenges, and where AI can deliver measurable value—from site teams to leadership.