LightBox Fundamentals
Built exclusively for CRE lending workflow and data needs, LightBox Fundamentals is a turn-key solution that extracts and structures data from long-form narrative commercial real estate appraisal documents accurately, consistently, and without templates or model training. LightBox delivers the structured insights you need, right where you work.
Go from hundreds of PDFs to one source of truth for all your stakeholders:
✔️ 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.
✔️ Speed: Structured data output within minutes–not weeks
✔️ Precision: Reduce rekeying errors or manual interpretation
✔️ Transparency: Instantly surface trends, comps, and valuation drivers across your pipeline
✔️ Scalability: Immediately apply a single source of truth across lending, credit, risk, compliance, and portfolio management teams
Lenders can now move beyond narrative reports and gain instant access to searchable, comparable, and auditable comp data, standardized across 40+ fields per comp and often generating more than 300 structured data points per appraisal. This enhanced extraction framework captures a broader and more accurate set of structured fields from appraisal reports, supporting deeper analysis and greater consistency across banking workflows.
The result: stronger credit decisions, improved trend visibility, and more defensible review practices.
“Word on the street” from Lenders in the LightBox ecosystem
“Bank leadership and regulators want faster, more granular insight into asset quality and exposure – much of which lives inside the locked, PDF appraisal…”
“Regulators now expect data-backed narratives, not just narrative-backed documents.”
“I’m saving weeks of work to compile this data for our Credit team to perform their analysis.”
LightBox has built a CRE-specific AI + data extraction engine, trained exclusively using narrative appraisal reports. Once a PDF appraisal report is uploaded, we digitally scan the text and then our tool extracts the data, structures it, and delivers it back via Excel Add-In or API.
We are selectively releasing this solution right now. We encourage you to get in touch with our team if you’re interested in getting access.
No, LightBox Fundamentals is offered as a standalone solution for any bank, regardless of whether they are an existing LightBox customer.
We’re flexible as to when the data is pulled. However, the most common timing for existing customers is when the final report is uploaded by the Appraiser, and the job is closed.
Not at all! The model is trained to recognize the data in the appraisal context, regardless of format.
You can schedule a demo by clicking here.