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bim-cost-estimation-cwicr
Produces construction estimates from BIM quantities and cost data.
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---
name: "bim-cost-estimation-cwicr"
description: "Automated cost estimation from BIM models using DDC CWICR database with 55,719 work items. AI classification + vector search for accurate pricing."
homepage: "https://datadrivenconstruction.io"
metadata: {"openclaw":{"emoji":"🏗️","os":["darwin","linux","win32"],"homepage":"https://datadrivenconstruction.io","requires":{"bins":["python3"],"env":["OPENAI_API_KEY","QDRANT_URL"]},"primaryEnv":"OPENAI_API_KEY"}}
---
# BIM Cost Estimation with DDC CWICR
Generate accurate cost estimates from BIM models using AI classification and the DDC CWICR construction cost database.
## Business Case
**Problem**: Traditional cost estimation:
- Manual and time-consuming (weeks for detailed estimate)
- Subjective and inconsistent between estimators
- Requires specialized knowledge
- Difficult to update with design changes
**Solution**: Automated BIM-to-cost pipeline:
- Extract quantities directly from model
- AI classifies elements to work items
- Vector search finds matching prices in CWICR
- Complete estimate in hours, not weeks
**ROI**: 80% reduction in estimation time, consistent methodology
## System Architecture
```
┌──────────────────────────────────────────────────────────────────────────┐
│ BIM TO COST ESTIMATION PIPELINE │
├──────────────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────────────┐ │
│ │ BIM │ │ DDC │ │ AI │ │ DDC CWICR │ │
│ │ Model │────►│Converter│────►│ LLM │────►│ Vector Search │ │
│ │.rvt/.ifc│ │ │ │ │ │ (Qdrant) │ │
│ └─────────┘ └─────────┘ └─────────┘ └─────────────────┘ │
│ │ │ │ │
│ ▼ ▼ ▼ │
│ ┌─────────┐ ┌─────────┐ ┌──────────┐ │
│ │ .xlsx │ │ Work │ │ Matched │ │
│ │ QTO │ │ Items │ │ Rates │ │
│ └─────────┘ └─────────┘ └──────────┘ │
│ │ │ │ │
│ └──────────────┼────────────────────┘ │
│ ▼ │
│ ┌─────────────────┐ │
│ │ COST ESTIMATE │ │
│ │ │ │
│ │ • By element │ │
│ │ • By trade │ │
│ │ • By phase │ │
│ │ • Resources │ │
│ └─────────────────┘ │
│ │
└──────────────────────────────────────────────────────────────────────────┘
```
## DDC CWICR Database
```yaml
Database Overview:
work_items: 55,719
resources: 27,672
languages: 9 (AR, DE, EN, ES, FR, HI, PT, RU, ZH)
fields_per_item: 85
embedding_model: text-embedding-3-large (3072d)
vector_db: Qdrant
Collections:
- ddc_cwicr_ar # Arabic (Dubai prices)
- ddc_cwicr_de # German (Berlin prices)
- ddc_cwicr_en # English (Toronto prices)
- ddc_cwicr_es # Spanish (Barcelona prices)
- ddc_cwicr_fr # French (Paris prices)
- ddc_cwicr_hi # Hindi (Mumbai prices)
- ddc_cwicr_pt # Portuguese (São Paulo prices)
- ddc_cwicr_ru # Russian (St. Petersburg prices)
- ddc_cwicr_zh # Chinese (Shanghai prices)
```
## PipelineGitHub で全文を読む (外部ページ)