Premium AI Training Datasets
for AEC Compliance & Automation
Curated conversational datasets covering IBC, NFPA, ASHRAE, ADA, NEC, and more. Train your AI models on real-world compliance scenarios.
⬇️ 103 downloads
What is Lumen-Models?
Lumen-Models is a premium collection of conversational datasets designed to train AI models in Architecture, Engineering, and Construction (AEC). Each conversation is a professional dialogue between a BIM Auditor and an expert GPT, solving real compliance problems. The dataset covers 20+ international codes including IBC, NFPA, ASHRAE, ADA, and NEC. Perfect for LLM fine-tuning, RAG systems, and automated compliance checking.
Why Lumen-Models?
📋 Comprehensive Compliance Coverage
50+ conversation blocks covering 20+ international codes including IBC, NFPA, ASHRAE, ADA, and NEC.
⚙️ Ready for LLM Fine-Tuning
Structured JSON format optimized for Qwen, Llama, and other open-source models. Perfect for RAG and automated compliance checking.
🧠 Real-World Scenarios
Each conversation is a professional dialogue between a BIM Auditor and an expert GPT, solving actual AEC compliance problems.
What's Inside the Dataset?
- ✓ 32+ conversation blocks (3-4 turns each)
- ✓ Total: ~100 turns of dialogue
- ✓ Covers 15+ disciplines: Structural, MEP, Fire Protection, BIM, Sustainability, Accessibility, Acoustics, Geotechnical, etc.
- ✓ JSON format, ready to use
- ✓ Includes ACC (Automatic Compliance Checking) module
- ✓ Future updates included
Codes & Standards Covered
IBCNFPA 13NFPA 101
NECADAASHRAE 90.1
ASHRAE 62.1AISC 358ASCE 7
ASTMIEBCIPC
AIAOSHALEED
NBCOBC
Dataset Preview
Each conversation includes: Human (BIM Auditor) → GPT Expert → Follow-up → Documentation.
{
"conversation": [
{ "role": "human", "content": "Does IBC require fire dampers in 2-hour rated shafts?" },
{ "role": "gpt", "content": "Yes, IBC Section 717 requires fire dampers..." },
{ "role": "human", "content": "What about NFPA 90A?" },
{ "role": "gpt", "content": "NFPA 90A parallels IBC but adds..." }
],
"metadata": { "code": "IBC", "discipline": "Fire Protection" }
}
Full dataset contains 32+ blocks with detailed compliance dialogues.
Simple, Transparent Pricing
sample
Free Sample
$0
- 20 conversation blocks
- Preview quality & format
- Basic compliance topics
- ❌ No ACC module
- ❌ No commercial license
Download Free Sample
popular
Full Dataset
$29 one-time
- 32+ conversation blocks
- 20+ codes & disciplines
- ACC module included
- 1 year updates
- ✅ Commercial license
- JSON format, ready to use
Buy Now – $29
⭐ premium
Premium Dataset
$49 one-time
- 100+ conversation blocks (vs. 32 in Full)
- 40+ technical topics (vs. 20 in Full)
- Extended code coverage: IBC, NFPA, ASHRAE, ADA, NEC, AISC, ASTM, OSHA, LEED
- ACC module included
- Lifetime updates (no recurring fees)
- ✅ Commercial license included
- JSON format, ready for LLM fine-tuning & RAG
- Professional-grade dataset for enterprises and research
Buy Now – $49
💳 Secure payments via Gumroad. After payment, you'll receive an email with your download link.
Get Your Dataset
Free sample: Download a preview of 20 conversation blocks.
📄 lumen_models_sample.json · 20 blocks · 45 KB
⬇ Download Free Sample
Full dataset: After payment, you'll receive an email with your download link from Gumroad.
📦 lumen_models_full.json · 32+ blocks · 2.4 MB
⚡ Automatic delivery · Commercial license included