
Offering memorandums (OMs) are lengthy financial documents about real-estate properties. Investors usually go through these documents before deciding whether to buy a property or not. The goal of this project was to build a chatbot that can instantly answer complex questions from OMs, making it dramatically easier for investors to find relevant, critical information for due diligence.
Instead of manually reading hundreds of pages, we built an intelligent system that "reads" and understands complex Offering Memorandums (OMs) for you. Using a custom Retrieval-Augmented Generation (RAG) architecture, the chatbot provides instant, accurate answers based only on your uploaded documents.
The first step is teaching the AI to "see" the document like a human does. Financial PDFs often contain tricky layouts, tables, and charts. Our system uses advanced page-layout tools to identify and extract text from every paragraph and table while keeping the original context intact.
Once the text is extracted, it is organized into a smart digital library. This allows the AI to search through thousands of data points in milliseconds to find the exact answer to an investor’s question.
When a user asks a question—such as "What is the projected rent for this property?"—the AI finds the relevant section in the document and crafts a clear response. This ensures the information is always grounded in the source file, which is a critical feature for our Financial Software Development Services.
Generic AI can sometimes "hallucinate" or make up facts. We designed our system with strict rules: it can only answer using the information provided in the document. If the answer isn't there, the AI will say so, ensuring 100% reliability for investor due diligence.

By moving away from manual document review and adopting this AI-powered assistant, investors can now evaluate properties with a level of speed and accuracy that was previously impossible.


See how we built a custom RAG chatbot to analyze Offering Memorandums. Reduce investor research time and eliminate LLM hallucinations.


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