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Architecture, CAD and BIM AI agent operations

Design studio pipeline spanning 2D CAD, 3D BIM, MEP systems and design review

Start workflowSee the platform workflow
Operational layers in view
2D CAD plans3D BIM modelMEP systemsClash markersQuantity take-offDesign review
CAD Agent
BIM Agent
MEP Agent
Clash Detection Agent
Quantity-Takeoff Agent
Compliance Agent

Node activity below is a demonstration using sample architecture, cad and bim data.

Ask the live agents

Describe the problem in your own words. We classify the industry, assign specialist agents, and you watch the workflow run and produce the visual deliverables — maps, dashboards, charts, tables and reports — instead of one block of text.

Demo mode uses clearly labelled sample data — never presented as verified.

Assigned specialists

Architecture, CAD and BIM

  • CAD Agent
  • BIM Agent
  • MEP Agent
  • Clash Detection Agent
  • Quantity-Takeoff Agent
  • Compliance Agent

Deliverables planned

3D / BIM model with DXF, IFC and GLB downloads
Annotated document
Data tables
Visual
Charts

Pauses for human approval

Human design approval

Workflow the run follows
  1. 1. User request
  2. 2. Requirement validation
  3. 3. Industry classification
  4. 4. Specialist agent selection
  5. 5. Data and file collection
  6. 6. Tool authorisation
  7. 7. Execution plan
  8. 8. Multi-agent collaboration
  9. 9. Analysis or generation
  10. 10. Quality validation
  11. 11. Human approval
  12. 12. Visual deliverables
  13. 13. Monitoring and audit
Demo

Architecture, CAD and BIM AI agent operations centre

Workflow: Design files received → Monitor revisions · Run pending · started — · elapsed 0s

Sign in for live mode

Active agents

0

Tasks running

0

Completed steps

0/10

Tool calls

0

Human approvals

1

Warnings

0

Success rate

0%

Est. completion

40s

Active agents

CAD Agent

Pending

Reads 2D drawings, layers and annotations into structured design data

Tool: CAD parser · Source: DWG / DXF drawings

BIM Agent

Pending

Interrogates the federated model for completeness and metadata quality

Tool: CAD parser · Source: DWG / DXF drawings

MEP Agent

Pending

Checks mechanical, electrical and plumbing routing and capacity

Tool: CAD parser · Source: DWG / DXF drawings

Clash Detection Agent

Pending

Finds hard and soft clashes and ranks them by impact

Tool: CAD parser · Source: DWG / DXF drawings

Workflow canvas

Live activity stream

No activity yet. Start the demo run to watch architecture, cad and bim agents work through the workflow with sample data.

Demonstration using sample data — no real client operation is shown. Sign in and connect an approved AI provider and authorised industry data source to activate live execution.

Architecture, CAD and BIM specialist agents

Each agent owns one step of the workflow, with its own tools, inputs and approval level.

Autonomous

CAD Agent

Reads 2D drawings, layers and annotations into structured design data

Inputs:
DWG / DXF drawings, IFC models, MEP schedules
Tools:
CAD parser, IFC analyser, Clash detection engine
Autonomous

BIM Agent

Interrogates the federated model for completeness and metadata quality

Inputs:
DWG / DXF drawings, IFC models, MEP schedules
Tools:
CAD parser, IFC analyser, Clash detection engine
Autonomous

MEP Agent

Checks mechanical, electrical and plumbing routing and capacity

Inputs:
DWG / DXF drawings, IFC models, MEP schedules
Tools:
CAD parser, IFC analyser, Clash detection engine
Autonomous

Clash Detection Agent

Finds hard and soft clashes and ranks them by impact

Inputs:
DWG / DXF drawings, IFC models, MEP schedules
Tools:
CAD parser, IFC analyser, Clash detection engine
Autonomous

Quantity-Takeoff Agent

Produces element quantities from the model

Inputs:
DWG / DXF drawings, IFC models, MEP schedules
Tools:
CAD parser, IFC analyser, Clash detection engine
Approval required

Compliance Agent

Tests the design against code and client standards

Inputs:
DWG / DXF drawings, IFC models, MEP schedules
Tools:
CAD parser, IFC analyser, Clash detection engine

Solution blueprint

Operational context

Industry challenges

  • Operational data for architecture, cad and bim is spread across disconnected systems
  • Analysis-heavy work is repeated manually every cycle
  • Risks and exceptions are found late
  • Reporting and audit overhead grows with volume
Discuss this for architecture, cad and bim
Solution patterns

Recommended AI solutions

  • Specialist agents that own one step of the workflow each
  • Grounded retrieval over your permitted systems only
  • Predictive scoring with explainable reasons
  • Approval-gated execution into your systems of record
Discuss this for architecture, cad and bim
Governance controls

Security and compliance

  • Row-level security scopes every read to the requesting organisation
  • Retrieval is limited to documents the user may already open
  • Every agent action, tool call and approval is written to the audit log
  • Sensitive steps pause until a named human approves them
Discuss this for architecture, cad and bim

Inputs, integrations and outputs

Inputs

  • • DWG / DXF drawings
  • • IFC models
  • • MEP schedules
  • • Design standards and codes

Integrations

  • • Revit / ArchiCAD exports
  • • AutoCAD
  • • Common data environment
  • • Cost estimating tools

Outputs

  • • Clash and issue report (PDF, CSV)
  • • Quantity take-off (CSV)
  • • Code compliance summary (PDF)

Business outcomes to baseline and measure

Analysis cycle time

Target and measurement method agreed during discovery.

Manual review effort

Target and measurement method agreed during discovery.

Decision auditability

Target and measurement method agreed during discovery.

Earlier risk detection

Target and measurement method agreed during discovery.

No performance result is promised before a baseline is measured. Targets are agreed for each engagement and reported against real delivery data.

How This AI Agent Works

The process the architecture, cad and bim agent team follows, from trigger to approved deliverable.

CAD and BIM generation workflow

From plot requirements to an approved drawing and BIM package.

Workflow preview

Saved with the run so the recorded execution trail shows what was asked. Demonstration runs use sample data. They do not touch your systems.

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Public visitors can preview the structure and inspect every node. Labelled demonstrations and live runs require a signed-in account with configured providers.

72%
Workflow summary as a text list
  1. 1. Plot and requirements: Input. Plot dimensions, programme and constraints.
  2. 2. Apply regulations: Validation. Check setbacks, coverage and height rules.
  3. 3. Generate space plan: AI agent. Produce a compliant space allocation with areas.
  4. 4. Create 2D geometry: Approved tool. Generate the drawing geometry and dimensions.
  5. 5. Synchronise 3D model: Approved tool. Build the matching 3D/BIM model from the same geometry.
  6. 6. Clash and rule checks: Validation. Run clash detection and rule validation.
  7. 7. Architect and engineer approval: Human approval. A licensed professional approves before issue. Human approval required.
  8. 8. Drawing and BIM package: Output. DXF drawing, IFC/GLB model and the check report.

Approval gate: Architect and engineer approval. Deliverable: 3D model.

Workflow audit for this page
Structure only. Run a demonstration to include events.
Workflow audit: template identifier, node count, approval node, output type, available execution modes and mobile test status.
Template IDNodesApproval nodeOutput typePreviewDemoLiveMobile test
cad-bim-workflow8Yes. Policy: always3D modelAvailableAvailable (signed in)Available via Studio · requires ai_provider, python_service
Verified at 390px

Demonstration runs are stored and replayed from recorded events. Live runs execute server-side in the Studio and only start when the listed integrations report healthy.

Relevant case study

Illustrative case study

Wastewater network GIS for a national water utility

A wastewater network needed utility-GIS structuring, mapping and quality-controlled network intelligence for daily operations.

View all case studies

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