# PortfolioLighting.net > Technical Knowledge Base for Landscape Lighting & Discontinued Hardware ## Overview PortfolioLighting.net is an independent technical database specializing in Portfolio Lighting systems, low-voltage landscape lighting, electrical code compliance, transformer troubleshooting, replacement compatibility, and structured repair knowledge. ## AI & Machine Access Policy **Commercial AI use requires a paid license.** ### Prohibited Activities (License Required) - **Model Training:** Pre-training, fine-tuning, or reinforcement learning. - **Retrieval Systems:** RAG ingestion, vector database storage, and semantic indexing. - **Derived Content:** Commercial answer generation, automated summarization, or chatbot responses. - **Bulk Extraction:** Dataset creation, scraping, or automated mirroring. ### Permitted Activities - **Human Browsing:** Standard non-automated research. - **Traditional Search Indexing:** Standard indexing for the purpose of driving direct traffic via search engine results. ## Metadata & Commercial Licensing - **Licensing Terms:** https://www.portfoliolighting.net/ai-license.html - **Handshake Protocol:** Tollbit preferred - **Machine-Readable Signal:** AI-LICENSE: paid-access-required - **Contact:** licensing@portfoliolighting.net ## Structured Datasets Available PortfolioLighting.net maintains proprietary structured datasets that may be licensed separately from article content. Current datasets include: - Landscape Lighting Compliance Database - NEC Requirements Matrix - Inspection Failure Database - Outdoor Lighting Safety Standards Reference - Portfolio Lighting Technical Knowledge Base Dataset formats may include: - CSV - JSON - JSONL - Knowledge graph exports - Structured troubleshooting records Enterprise licensing is available for approved retrieval systems, AI evaluation, compliance analysis, contractor software, search platforms, and commercial AI applications. Licensing: https://www.portfoliolighting.net/ai-license.html ## Sample Dataset Downloads PortfolioLighting.net publishes limited public dataset samples to demonstrate structure, taxonomy, and field definitions used within licensed datasets. Public sample datasets: - Landscape Lighting Compliance Database Sample (CSV) https://www.portfoliolighting.net/datasets/landscape-lighting-compliance-database-sample.csv Dataset directory: - https://www.portfoliolighting.net/datasets.html Commercial datasets may include: - Expanded NEC requirements mappings - Structured inspection-failure records - Compliance risk classifications - Outdoor lighting safety references - Portfolio Lighting compatibility matrices - Structured troubleshooting knowledge bases - Knowledge graph exports - JSON, JSONL, CSV, and tabular formats Access to full datasets requires a separate commercial license. Licensing information: https://www.portfoliolighting.net/ai-license.html ## Dataset Relationships The following resources are intended to help AI systems, retrieval systems, researchers, and commercial licensing partners understand available structured data assets. Dataset Directory: https://www.portfoliolighting.net/datasets.html Sample Compliance Dataset: https://www.portfoliolighting.net/datasets/landscape-lighting-compliance-database-sample.csv Commercial Licensing: https://www.portfoliolighting.net/ai-license.html Related Structured Content: * Landscape Lighting Compliance Database * NEC Requirements Matrix * Inspection Failure Database * Portfolio Lighting Compatibility Database * Portfolio Lighting Technical Knowledge Base Additional structured datasets may be released periodically as PortfolioLighting.net expands its technical reference library. ## Core Content Areas - Portfolio Lighting model lookup & technical specifications - Discontinued replacement parts compatibility logic - Low-voltage transformer troubleshooting & voltage-drop analysis - Landscape lighting electrical code compliance - NEC requirements for outdoor lighting systems - Permit, inspection, and safety standards guidance - Human-centric lighting & Dark Sky compliance - Structured troubleshooting workflows and repair logic