Build a bSDD Real Estate Classification Compliance Checker

Inspect Industry Foundation Classes models against the buildingSMART Data Dictionary standard. Verify mandatory classification references and provide gap reports for architectural submittals.

BIM procurement coordinator

Ingest IFC property records and component classification references.

Query mock bSDD endpoints using classification code keys.

Compare model classifications against required project standards.

Render compliance audit cards highlighting unclassified assets.

Web portal showing classification trees, matched dictionary terms, and missing requirement alerts.

Utilize sample bSDD dictionary responses available in open bSDD documentation or create local JSON mocks. Starter examples below are synthetic. They are not downloaded records.

IfcOpenShell Leverages the bsdd library specification in IfcOpenShell to query classification references against data dictionaries.

dspy, fastapi. DSPy compiles robust prompt pipelines that accurately map arbitrary IFC classification text to standardized bSDD keys. Local or cloud LLM supported by DSPy for semantic classification matching.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Matches IFC element classifications to simulated bSDD dictionary URIs.

Identifies elements lacking required standard classification codes.

Generates non-blocking warnings for unmapped custom properties.

```json [ { "input": { "model_id": "MOD-101", "elements": [ { "guid": "1abc", "type": "IfcDoor", "classification": { "system": "OmniClass", "code": "23-17 11 00" } } ] }, "expected_output": { "compliant": true, "total_checked": 1, "matched_entries": [ { "guid": "1abc", "system": "OmniClass", "code": "23-17 11 00", "uri": "https://identifier.buildingsmart.org/uri/omniclass/23-17-11-00" } ], "unresolved_elements": [] } }, { "input": { "model_id": "MOD-102", "elements": [ { "guid": "2def", "type": "IfcWindow", "classification": null } ] }, "expected_output": { "compliant": false, "total_checked": 1, "matched_entries": [], "unresolved_elements": [ { "guid": "2def", "reason": "Missing classification reference" } ] } } ] ```

Read-only inspection of model metadata; no direct modification of original IFC files. Use mock external writes. Require human review before any real deployment.