Moving our world forward by delivering AI search solutions.

Smart Search

All content collected and generated by the first two processes is converted into vectors for Concept Search (note that as part of this PoC we did also create vectors for the screenshots of the PDFs). When a question is posed, the first step is to make a request to the repository to find the appropriate document. If the data is found in multiple documents then both are aggregated in the results. The results are shown on the page with a thumbnail of the PDF file and the synopsis generated by the GenAI.

Smart Response

When the appropriate content is returned, it is then run through a prompt that explains to only answer the question with the content in the index that was returned and then provide the appropriate response to the question. If the question can not be handled by the Smart Response process with a high enough level of confidence, then no response is provided. The additional info and links would only point to information in the index.

Search Assistant

This is used before indexing to create a summary of the content and or to handle categorization if not available from the import. For this project we only used a summarization process to create a single sentence summarizing the content in the PDF.