Build an IFC 5D Construction Procurement Bill of Quantities Generator
Extract material schedules and dimensional takeoffs from Industry Foundation Classes models using ifc5d and ifccsv conventions. Generate structured bills of quantities aligned with procurement packages and flag unassigned unit rates.
What you are building
The core problem, expected build, and operating context for this challenge.
Extract material schedules and dimensional takeoffs from Industry Foundation Classes models using ifc5d and ifccsv conventions. Generate structured bills of quantities aligned with procurement packages and flag unassigned unit rates.
Procurement Estimator
Ingest structural and architectural IFC models and extract quantity takeoffs via ifc5d rules.
Map element schedule quantities to procurement line items using ifccsv classification keys.
Detect elements missing cost codes, unit dimensions, or material supplier rate bindings.
Publish formatted procurement bill of quantities with flags for cost estimation review.
Browser dashboard showing procurement items table, missing rate warnings, and CSV export action.
Generate synthetic IFC JSON element snapshots representing concrete slabs and structural steel beams with quantity attributes. Starter examples below are synthetic. They are not downloaded records.
IfcOpenShell Applies ifc5d and ifccsv tool utilities from IfcOpenShell contents table for reporting cost and schedule quantities.
pydantic-ai, fastapi, uvicorn. Pydantic AI enforces type-safe schemas across parsed IFC elements and procurement bill item structures. Requires an instruction-following model with JSON mode accessed through standard API.
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.
Bill of quantities calculates total cost per line item when unit price is provided.
Missing cost codes or unit prices are flagged as pending human input without failure.
Output JSON conforms to standardized line-item schema with unit and total quantities.
```json [ { "input": { "project_id": "PRJ-901", "elements": [ { "id": "BEAM-01", "type": "IfcBeam", "material": "Structural Steel S355", "quantity": 12.5, "unit": "m", "unit_cost": 45 }, { "id": "SLAB-01", "type": "IfcSlab", "material": "Reinforced Concrete C30", "quantity": 80, "unit": "m2", "unit_cost": 65 } ] }, "expected_output": { "project_id": "PRJ-901", "line_items_count": 2, "total_estimated_cost": 5762.5, "unassigned_rates_count": 0, "review_status": "READY_FOR_PURCHASE" } }, { "input": { "project_id": "PRJ-902", "elements": [ { "id": "COL-04", "type": "IfcColumn", "material": "Cast-in-place Concrete", "quantity": 4, "unit": "m3", "unit_cost": null } ] }, "expected_output": { "project_id": "PRJ-902", "line_items_count": 1, "total_estimated_cost": 0, "unassigned_rates_count": 1, "review_status": "ACTION_REQUIRED" } } ] ```
Estimates are strictly simulated drafts for procurement planning and require estimator sign-off before contract award. Use mock external writes. Require human review before any real deployment.
Participation guide
Estimates are strictly simulated drafts for procurement planning and require estimator sign-off before contract award. Use mock external writes and human review.
How work is evaluated
Bill of quantities calculates total cost per line item when unit price is provided. Missing cost codes or unit prices are flagged as pending human input without failure. Output JSON conforms to standardized line-item schema with unit and total quantities.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Ingest structural and architectural IFC models and extract quantity takeoffs via ifc5d rules. Map element schedule quantities to procurement line items using ifccsv classification keys. Detect elements missing cost codes, unit dimensions, or material supplier rate bindings. Publish formatted procurement bill of quantities with flags for cost estimation review.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Bill of quantities calculates total cost per line item when unit price is provided. Missing cost codes or unit prices are flagged as pending human input without failure. Output JSON conforms to standardized line-item schema with unit and total quantities.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Browser dashboard showing procurement items table, missing rate warnings, and CSV export action.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Estimates are strictly simulated drafts for procurement planning and require estimator sign-off before contract award.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Ingest structural and architectural IFC models and extract quantity takeoffs via ifc5d rules.
Map element schedule quantities to procurement line items using ifccsv classification keys.
Detect elements missing cost codes, unit dimensions, or material supplier rate bindings.
Publish formatted procurement bill of quantities with flags for cost estimation review.
Reference links and supporting material
Generate synthetic IFC JSON element snapshots representing concrete slabs and structural steel beams with quantity attributes. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Pydantic AI
Typed Python agent framework.
Evaluated output
No output checks are configured.
- Ingest structural and architectural IFC models and extract quantity takeoffs via ifc5d rules. Map element s...
- Bill of quantities calculates total cost per line item when unit price is provided. Missing cost codes or u...
- Browser dashboard showing procurement items table, missing rate warnings, and CSV export action.
- 2 public reference cases
- 2 configured tools
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
View technical recipe
Configured tools
- Pydantic AI · Optional
- Pydantic AI · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.