
Unlocking Appraisal Intelligence for Portfolio-Level Insights
Commercial real estate appraisal reports are among the most trusted sources of information in lending, yet much of…
Document Intelligence
Built exclusively for CRE lending workflows, LightBox Fundamentals transforms long-form commercial real estate appraisal reports into structured, actionable data accurately, consistently, and at scale. No templates. No model training. Just instant clarity, right where you work.
LightBox Fundamentals is a fully turn-key solution designed for instant deployment and immediate value. The solution works across all appraisal formats and scenarios, no matter the structure, layout, or complexity of the report. LightBox Fundamentals requires no custom configuration, no model training, no user learning curve. From day one, users can extract and analyze data with instant setup.
Unlock visibility into commercial real estate ownership
Structured data output within minutes, not weeks.
Reduce rekeying errors or manual interpretation.
Instantly surface trends, comps, and valuation drivers across your pipeline.
Immediately apply a single source of truth across lending, credit, risk, compliance, and portfolio management teams.
CRE-Specific AI Data Extraction Engine:
Trained exclusively using narrative appraisal reports, outperforming generic large language models (LLM)
Intelligent Document Processing Pipeline:
Merges layout-aware OCR, context-sensitive rules, and natural language processing to extract more than 80 core fields, including cap rates, income approaches, and site characteristics.
Real-Time Data Access with Excel Integration:
Delivered via the LightBox Live Excel Add-In for instant portfolio-level insights.
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