1. Document Upload & Processing:

First, you upload your PDF document to the app. The app then splits the document into smaller chunks to ensure that large documents are processed efficiently.

Each chunk is then converted into a dense vector representation using OpenAI’s advanced embedding model. These embeddings capture the semantic meaning of the text, allowing the app to understand the context and content of each document chunk.

2. Knowledge Graph Construction:

As the document is split into chunks, the app builds a knowledge graph to represent the relationships between different parts of the document. Each chunk of text is treated as a node in this graph, and edges are added based on the similarity between chunks and the concepts they share.

The graph is enhanced with concepts and named entities (such as people, places, or specific terms) extracted from the document. This allows the app to understand the underlying structure and relationships within the content.

3. Querying the Document:

When you ask a question, the app searches the knowledge graph and document embeddings to find the most relevant parts of the document that can answer your query.

The app employs Dijkstra-like traversal through the knowledge graph, prioritizing the most relevant and connected pieces of information, ensuring that the search is both fast and accurate.

The context is expanded iteratively by exploring related chunks, and the app checks if the current context provides a complete answer. If needed, the app will generate a response based on the most relevant information available in the document.

4. Answer Generation:

Once the app gathers enough context from the document, it uses OpenAI’s language model to generate a clear, concise answer to your query. If the context is insufficient, the app intelligently expands the context until a complete answer is found.

1. Answer Generation:

Once the app gathers enough context from the document, it uses OpenAI’s language model to generate a clear, concise answer to your query. If the context is insufficient, the app intelligently expands the context until a complete answer is found.

1. Upload Your PDF:

Simply upload your PDF document via the app's interface. The app will automatically handle document splitting, processing, and knowledge extraction.

2. Ask Your Question:

After your document is processed, just type in any question related to the content of the document. For example, "What are the key findings of this report?" OR "Explain the methodology used in this research."

3. Get Your Answer:

The app will quickly analyze the document and provide you with a direct, relevant answer. you can ask as many questions as you like, and the app will continuously adapt to provide more accurate responses.

1. Researchers & Academics: If you're reading research papers, articles or technical reports, this app can help you find specific sections, theories, results, or citations without having to manually search through long documents.

2. Business Professionals: Whether you're dealing with reports, manuals, or policy documents, this app helps you pull out critical information, saving time and effort.

3. Students: Get summaries or detailed explanations from textbooks, lecture ntoes, or any educational PDFs, even use it to clarify specific points during study.

4. General Users: Anyone with a PDF they need to understand or query can use this app to save tiem and gain insights from their document.

Once the app gathers enough context from the document, it uses OpenAI’s language model to generate a clear, concise answer to your query. If the context is insufficient, the app intelligently expands the context until a complete answer is found.

1. Upload Your PDF:

Simply upload your PDF document via the app's interface. The app will automatically handle document splitting, processing, and knowledge extraction.

2. Ask Your Question:

After your document is processed, just type in any question related to the content of the document. For example, "What are the key findings of this report?" OR "Explain the methodology used in this research."

3. Get Your Answer:

The app will quickly analyze the document and provide you with a direct, relevant answer. you can ask as many questions as you like, and the app will continuously adapt to provide more accurate responses.